EDA

This is an exploratory data analysis report for the dataset KID2016. The goal of this analysis is to select useful variables and have a glance at the data we are going to use and ensure we are using the right source for future analysis.

Import and clean data

we can have a look at part of the cleaned dataset for use:

	RECNUM	I10.DX1	I10.DX2	I10.DX3	I10.DX4	I10.DX5	I10.DX6	I10.DX7	I10.DX8	I10.DX9	I10.DX10	I10.DX11	I10.DX12	I10.DX13	I10.DX14	I10.DX15	I10.DX16	I10.DX17	I10.DX18	I10.DX19	I10.DX20	I10.DX21	I10.DX22	I10.DX23	I10.DX24	I10.DX25	I10.DX26	I10.DX27	I10.DX28	I10.DX29	I10.DX30
16	10055644	J189	F840	G43A0
160	10708406	H6523	F840	R0902	J45901	J343	J353	R5082	E860	F809	H5000	R620
312	10078088	G40909	F840	F88
326	10112080	R569	F840
382	10238643	R404	F840	F909
392	10259551	R591	F840	R509	F42	F913	F909	N319	Z91030	Z91040

There were 28825 patients who was once diagnosed as autistic disorder. The coding for autistic disorder in ICD-10-CM is ‘F840’ in our dataset. This code will help us identify all of the target patients. (Note: ‘F840’- Autistic disorder in ICD-10_CM corresponds to ‘MBD014’- Neurodevelopmental disorders in Clinical Classification category.)

Basic information of the target patients (with ASD)

## Warning: Factor `FEMALE` contains implicit NA, consider using
## `forcats::fct_explicit_na`

FEMALE	n
0	21900
1	6920
NA	5

AGE	count
1	100
2	782
3	922
4	1118
5	1269
6	1320
7	1875
8	1287
9	1378
10	1435
11	1592
12	2181
13	1780
14	1894
15	1976
16	2151
17	1655
18	1555
19	1433
20	1122

## Don't know how to automatically pick scale for object of type labelled/integer. Defaulting to continuous.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## Don't know how to automatically pick scale for object of type labelled/integer. Defaulting to continuous.

The distribution of AGE seems balanced across the gender group. However, for different ethnic groups, AGE distributes differently. We then check the missing values of the demographic data. Of the 28825 patients with autism, 0 were missing for AGE; 5 were missing for SEX; 2374 were missing for RACE.

Number of inpatients in each age group:

kid_all %>%
    mutate(AGE = ifelse(AGE >=1 & AGE <=4, "1~4",
                      ifelse(AGE >= 5 & AGE <=9, "5~9",
                             ifelse(AGE >= 10 & AGE <=14, "10~14",
                                    "15~20")))) %>%
  group_by(AGE) %>%
  summarise(count = n()) %>%
  kable()

AGE	count
1~4	278815
10~14	234478
15~20	2404144
5~9	199976

Research Question 1: Evaluate Prevalence

Firstly, import the data that has been processed in SAS:

#cb_1 = read.sas7bdat('./data/output_dflt_lzc.sas7bdat')
cb_2 = read.sas7bdat('./data/output_horz_lzc.sas7bdat') %>% filter(KEY %in% au_kid$RECNUM)
#cb_3 = read.sas7bdat('./data/output_vert_lzc.sas7bdat')

Note:

FOR cb_2*:

• 0 - The CCSR was not triggered by any ICD-10-CM diagnosis code on the input code

• 1 - The CCSR was triggered only by the principal diagnosis

• 2 - The CCSR was triggered by both the principal and any secondary ~

• 3 - ~ only by secondary

Initial analysis

For analysis part, we firstly look at the most general level. There are 21 different categories of clinical classification. In the first plot, each column corresponds to a kind of general comorbidity condition (e.g. BLD - “Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism” in ICD-10-CM). The height of the column means the proportion of the patients that have this comorbidity. We also have the absolute number data for this part, but here I do not show them since they have a similar trend like the proportion.

The second plot is similar to the first one. However, here we are looking at more specific categories of clinical classification(i.e. the sub-categories). To be more clear, for example, we looked at BLD category in the first plot, but here we are looking at BLD001, BLD002 … in the second plot. Therefore, the second plot shows more detailed information about clinical classification categories. For the second plot, we have 444 sub-categories in total, but here I just show the top 30 categories with the highest proportion.

It may be struggled to match the short name of clinical classification categories to its full name or ICD-10-CM code. For convience, I have put a reference table for such information at the bottom of this page.

top 30 specific categories and their full names for the second plot

Clinical Classification Category	CCSR_description
NVS009	Epilepsy; convulsions
FAC025	Other specified status
FAC021	Personal/family history of disease
SYM016	Other general signs and symptoms
MBD005	Anxiety and fear-related disorders
MBD008	Disruptive, impulse-control and conduct disorders
RSP009	Asthma
END011	Fluid and electrolyte disorders
DIG025	Other specified and unspecified gastrointestinal disorders
MBD002	Depressive disorders
MBD004	Other specified and unspecified mood disorders
DIG004	Esophageal disorders
MBD003	Bipolar and related disorders
NVS016	Sleep wake disorders
INF003	Bacterial infections
END009	Obesity
SYM010	Nervous system signs and symptoms
FAC019	Socioeconomic/psychosocial factors
INF008	Viral infection
MBD007	Trauma- and stressor-related disorders
MBD012	Suicidal ideation/attempt/intentional self-harm
MBD001	Schizophrenia spectrum and other psychotic disorders
INJ031	Allergic reactions
RSP002	Pneumonia (except that caused by tuberculosis)
MAL009	Chromosomal abnormalities
END016	Other specified and unspecified nutritional and metabolic disorders
NVS007	Cerebral palsy
NVS020	Other specified nervous system disorders
SYM012	Circulatory signs and symptoms
SYM013	Respiratory signs and symptoms

Formal analysis

We dropped 28 ASD subjects aged less than 1 year old. Therefore, currently we have 1459516 target patients for analysis.

prevalence for each comorbidity condition

Under this scenario, the inpatient population is set be:

1. aged 1 ~ 20 years old

The formula for calculating prevalence of a comorbidity category is :

\[ Prevalence = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients aged 1 ~ 20}} \]

The following two plots show the prevalence for each comorbidity category(%). (i.e. The categories are currently the most general level)

The following two plots show the prevalence for each specific comorbidity category(per 100,000 inpatients) (i.e. The categories are in the sub-levels)

Age-specific prevalence

Age for every target patient has been restricted to be 1 ~ 20 years old. Age categories has been defined as: 1~4, 5~9, 10~14, 15~20. The age-specific prevalence is calculated by the formula:

\[ Prevalence_{general} = \frac{\text{# of ASD patients with a comorbidity category}}{\text{# of inpatients in that age group}} \\ Prevalence_{specific} = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients in that age group}} \]

The following plot and table shows age-specific prevalence for each general category:

DXCCSR_cat	X1.4	X10.14	X15.20	X5.9	ccsr_name
BLD	0.1197927	0.3347862	0.0436330	0.3670440	Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
CIR	0.0702975	0.3023738	0.0447976	0.2805337	Diseases of the Circulatory System
DIG	0.3066550	0.9710932	0.1044863	1.1061327	Diseases of the Digestive System
EAR	0.0803400	0.1121640	0.0098164	0.1520182	Diseases of the Ear and Mastoid Process
END	0.3141868	0.9681079	0.1261988	0.9451134	Endocrine, Nutritional and Metabolic Diseases
EXT	0.0272582	0.0754868	0.0145998	0.0800096	External Causes of Morbidity
EYE	0.0419633	0.1309291	0.0127696	0.1465176	Diseases of the Eye and Adnexa
FAC	0.3575848	1.6278713	0.1781507	1.4886786	Factors Influencing Health Status and Contact with Health Services
GEN	0.0588204	0.3373451	0.0398895	0.2980358	Diseases of the Genitourinary System
INF	0.2510625	0.3706105	0.0388080	0.5750690	Certain Infectious and Parasitic Diseases
INJ	0.1811237	0.5497317	0.0656783	0.5900708	Injury, Poisoning and Certain Other Consequences of External Causes
MAL	0.1818410	0.5463199	0.0457127	0.6405769	Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD	0.0552338	1.9174507	0.2578049	0.8466016	Mental, Behavioral and Neurodevelopmental Disorders
MUS	0.0455499	0.2985355	0.0349813	0.2060247	Diseases of the Musculoskeletal System and Connective Tissue
NEO	0.0437566	0.1428705	0.0139343	0.1680202	Neoplasms
NVS	0.3848430	1.3536451	0.1477865	1.3996680	Diseases of the Nervous System
PNL	0.0139878	0.0238828	0.0030364	0.0365044	Certain Conditions Originating in the Perinatal Period
PRG	NA	NA	0.0024541	NA	Pregnancy, Childbirth and the Puerperium
RSP	0.4210677	0.8896357	0.0838136	1.1801416	Diseases of the Respiratory System
SKN	0.1230206	0.2652701	0.0327351	0.3110373	Diseases of the Skin and Subcutaneous Tissue
SYM	0.5003318	1.3809398	0.1379701	1.5921911	Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified

The following plot and table shows age-specific prevalence for each specific category:

As we see, for a more specific category, it might just occur in some specific age groups rather than distribute among all age groups. The whole results can be checked from the table below, while the plot only shows top 30 categories with the highest age-specific prevalence.

DXCCSR	CCSR_description	1~4	10~14	15~20	5~9
BLD001	Nutritional anemia	0.0211610	0.0375302	0.0058649	0.0370044
BLD002	Hemolytic anemia	0.0046626	0.0127944	0.0010815	0.0180022
BLD003	Aplastic anemia	0.0276169	0.1061933	0.0126448	0.0910109
BLD004	Acute posthemorrhagic anemia	0.0025106	0.0187651	0.0039515	0.0145017
BLD005	Sickle cell trait/anemia	0.0111185	0.0119414	0.0017054	0.0350042
BLD006	Coagulation and hemorrhagic disorders	0.0218783	0.0874282	0.0113138	0.1000120
BLD007	Diseases of white blood cells	0.0362247	0.0707956	0.0086517	0.1015122
BLD008	Immunity disorders	0.0136291	0.0592806	0.0041179	0.0480058
BLD009	Postprocedural or postoperative complications of the spleen	NA	NA	0.0000416	NA
BLD010	Other specified and unspecified hematologic conditions	0.0007173	0.0046913	0.0009151	0.0040005
CIR001	Chronic rheumatic heart disease	0.0007173	0.0038383	0.0002912	0.0050006
CIR002	Acute rheumatic heart disease	0.0003587	0.0012794	0.0001664	NA
CIR003	Nonrheumatic and unspecified valve disorders	0.0039453	0.0174856	0.0020381	0.0210025
CIR004	Endocarditis and endocardial disease	0.0010760	0.0017059	0.0002496	0.0035004
CIR005	Myocarditis and cardiomyopathy	0.0028693	0.0140738	0.0025373	0.0110013
CIR006	Pericarditis and pericardial disease	0.0025106	0.0132209	0.0014558	0.0045005
CIR007	Essential hypertension	0.0125531	0.0759133	0.0147662	0.0595071
CIR008	Hypertension with complications and secondary hypertension	0.0071732	0.0332654	0.0025789	0.0235028
CIR009	Acute myocardial infarction	0.0003587	0.0004265	0.0001248	0.0010001
CIR010	Complications of acute myocardial infarction	NA	0.0004265	NA	NA
CIR011	Coronary atherosclerosis and other heart disease	0.0007173	0.0004265	0.0003744	0.0020002
CIR012	Nonspecific chest pain	0.0003587	0.0063972	0.0010815	0.0040005
CIR013	Acute pulmonary embolism	NA	0.0012794	0.0003328	0.0005001
CIR014	Pulmonary heart disease	0.0082492	0.0102355	0.0007903	0.0160019
CIR015	Other and ill-defined heart disease	0.0021520	0.0072501	0.0009983	0.0110013
CIR016	Conduction disorders	0.0064559	0.0311330	0.0035772	0.0290035
CIR017	Cardiac dysrhythmias	0.0035866	0.0213240	0.0055737	0.0205025
CIR018	Cardiac arrest and ventricular fibrillation	0.0014346	0.0051178	0.0011231	0.0065008
CIR019	Heart failure	0.0035866	0.0110885	0.0012063	0.0095011
CIR020	Cerebral infarction	NA	0.0051178	0.0009151	0.0020002
CIR021	Acute hemorrhagic cerebrovascular disease	0.0021520	0.0029854	0.0007071	0.0065008
CIR022	Sequela of hemorrhagic cerebrovascular disease	NA	0.0012794	0.0001248	0.0015002
CIR023	Occlusion or stenosis of precerebral or cerebral arteries without infarction	0.0003587	0.0008530	0.0001664	0.0015002
CIR024	Other and ill-defined cerebrovascular disease	0.0010760	0.0038383	0.0005823	0.0055007
CIR025	Sequela of cerebral infarction and other cerebrovascular disease	0.0017933	0.0068237	0.0009567	0.0050006
CIR026	Peripheral and visceral vascular disease	0.0003587	0.0076766	0.0013726	0.0070008
CIR027	Arterial dissections	NA	NA	0.0000416	NA
CIR028	Gangrene	0.0010760	0.0042648	0.0003328	0.0040005
CIR029	Aortic; peripheral; and visceral artery aneurysms	NA	0.0012794	0.0001664	0.0010001
CIR030	Aortic and peripheral arterial embolism or thrombosis	0.0003587	0.0004265	0.0000832	NA
CIR031	Hypotension	0.0053799	0.0490451	0.0074039	0.0405049
CIR032	Other specified and unspecified circulatory disease	0.0010760	0.0051178	0.0002080	0.0025003
CIR033	Acute phlebitis; thrombophlebitis and thromboembolism	0.0021520	0.0106620	0.0017470	0.0125015
CIR034	Chronic phlebitis; thrombophlebitis and thromboembolism	0.0003587	0.0004265	0.0001248	0.0015002
CIR036	Postthrombotic syndrome and venous insufficiency/hypertension	0.0007173	0.0012794	0.0001248	0.0045005
CIR037	Vasculitis	0.0082492	0.0042648	0.0006655	0.0220026
CIR038	Postprocedural or postoperative circulatory system complication	0.0017933	0.0034118	0.0004575	0.0025003
CIR039	Other specified diseases of veins and lymphatics	0.0035866	0.0110885	0.0010815	0.0185022
DIG001	Intestinal infection	0.0491365	0.0635454	0.0056153	0.1115134
DIG002	Disorders of teeth and gingiva	0.0132704	0.0430744	0.0042011	0.0550066
DIG003	Diseases of mouth; excluding dental	0.0179330	0.0460598	0.0047002	0.0485058
DIG004	Esophageal disorders	0.0893065	0.2277399	0.0321112	0.2810337
DIG005	Gastroduodenal ulcer	0.0010760	0.0068237	0.0013310	0.0035004
DIG006	Gastrointestinal and biliary perforation	0.0007173	0.0025589	0.0005823	0.0020002
DIG007	Gastritis and duodenitis	0.0060972	0.0285741	0.0044922	0.0210025
DIG008	Other specified and unspecified disorders of stomach and duodenum	0.0107598	0.0353978	0.0045338	0.0445053
DIG009	Appendicitis and other appendiceal conditions	0.0068146	0.0648248	0.0037435	0.0685082
DIG010	Abdominal hernia	0.0050213	0.0106620	0.0020797	0.0125015
DIG011	Regional enteritis and ulcerative colitis	0.0017933	0.0260152	0.0054073	0.0100012
DIG012	Intestinal obstruction and ileus	0.0222370	0.0912666	0.0088181	0.1085130
DIG013	Diverticulosis and diverticulitis	NA	0.0025589	NA	NA
DIG014	Hemorrhoids	0.0003587	0.0038383	0.0007487	0.0015002
DIG015	Anal and rectal conditions	0.0028693	0.0136473	0.0017470	0.0140017
DIG016	Peritonitis and intra-abdominal abscess	0.0078905	0.0503246	0.0037435	0.0560067
DIG017	Biliary tract disease	0.0021520	0.0115149	0.0028700	0.0110013
DIG018	Hepatic failure	0.0014346	0.0012794	0.0006655	0.0035004
DIG019	Other specified and unspecified liver disease	0.0017933	0.0213240	0.0039931	0.0110013
DIG020	Pancreatic disorders (excluding diabetes)	0.0032279	0.0426479	0.0050746	0.0290035
DIG021	Gastrointestinal hemorrhage	0.0078905	0.0383831	0.0058649	0.0415050
DIG022	Noninfectious gastroenteritis	0.0322795	0.0358243	0.0034108	0.0640077
DIG023	Noninfectious hepatitis	NA	0.0029854	0.0006239	0.0025003
DIG024	Postprocedural or postoperative digestive system complication	0.0107598	0.0400890	0.0042011	0.0570068
DIG025	Other specified and unspecified gastrointestinal disorders	0.1083155	0.4490826	0.0411373	0.4915590
EAR001	Otitis media	0.0516471	0.0294271	0.0022045	0.0695083
EAR002	Diseases of middle ear and mastoid (except otitis media)	0.0086079	0.0068237	0.0005823	0.0145017
EAR003	Diseases of inner ear and related conditions	NA	0.0008530	0.0000832	NA
EAR004	Hearing loss	0.0200850	0.0618395	0.0054073	0.0640077
EAR005	Postprocedural or postoperative ear and/or mastoid process complication	NA	NA	NA	0.0005001
EAR006	Other specified and unspecified disorders of the ear	0.0129118	0.0208975	0.0023709	0.0300036
END001	Thyroid disorders	0.0114771	0.1074728	0.0185929	0.0570068
END002	Diabetes mellitus without complication	0.0007173	0.0328389	0.0083190	0.0150018
END003	Diabetes mellitus with complication	0.0060972	0.0793251	0.0089013	0.0535064
END004	Diabetes mellitus, Type 1	0.0068146	0.0759133	0.0077782	0.0570068
END005	Diabetes mellitus, Type 2	NA	0.0281476	0.0077366	0.0055007
END006	Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type	NA	0.0076766	0.0016222	0.0055007
END007	Nutritional deficiencies	0.0082492	0.0716485	0.0107315	0.0500060
END008	Malnutrition	0.0222370	0.0729280	0.0094420	0.0725087
END009	Obesity	0.0136291	0.2337106	0.0359379	0.1080130
END010	Disorders of lipid metabolism	0.0003587	0.0375302	0.0065304	0.0080010
END011	Fluid and electrolyte disorders	0.2385094	0.3595220	0.0420940	0.5465656
END012	Cystic fibrosis	0.0032279	0.0183386	0.0020381	0.0115014
END013	Pituitary disorders	0.0046626	0.0388096	0.0040347	0.0340041
END014	Postprocedural or postoperative endocrine or metabolic complication	0.0010760	0.0025589	0.0002912	NA
END015	Other specified and unspecified endocrine disorders	0.0315621	0.0571482	0.0069047	0.0885106
END016	Other specified and unspecified nutritional and metabolic disorders	0.0344314	0.1616356	0.0184265	0.1330160
EXT002	External cause codes: drowning/submersion; initial encounter	0.0017933	0.0021324	0.0000832	0.0055007
EXT004	External cause codes: fire/burn; initial encounter	0.0003587	0.0017059	0.0001664	0.0015002
EXT011	External cause codes: natural/environment; initial encounter	NA	NA	0.0000416	0.0005001
EXT012	External cause codes: bites; initial encounter	NA	0.0004265	NA	0.0010001
EXT014	External cause codes: poisoning by drug	0.0111185	0.0379567	0.0090261	0.0360043
EXT015	External cause codes: poisoning by non-drug	0.0043039	0.0042648	0.0006655	0.0040005
EXT017	External cause codes: suffocation/inhalation; initial encounter	0.0014346	0.0046913	0.0002912	0.0040005
EXT018	External cause codes: other specified, classifiable and NEC; initial encounter	0.0086079	0.0204710	0.0033276	0.0280034
EXT019	External cause codes: unspecified mechanism	0.0003587	0.0063972	0.0015806	NA
EXT020	External cause codes: intent of injury, accidental/unintentional	0.0218783	0.0345448	0.0056153	0.0595071
EXT021	External cause codes: intent of injury, self-harm	0.0003587	0.0315595	0.0080278	0.0010001
EXT022	External cause codes: intent of injury, assault	0.0032279	0.0063972	0.0007487	0.0130016
EXT023	External cause codes: intent of injury, undetermined	0.0021520	0.0038383	0.0002496	0.0065008
EYE001	Cornea and external disease	0.0111185	0.0145003	0.0012894	0.0220026
EYE002	Cataract and other lens disorders	0.0003587	0.0025589	0.0004159	0.0015002
EYE003	Glaucoma	0.0003587	0.0068237	0.0004575	0.0010001
EYE004	Uveitis and ocular inflammation	NA	0.0017059	0.0001664	0.0015002
EYE005	Retinal and vitreous conditions	0.0025106	0.0051178	0.0012478	0.0050006
EYE006	Neuro-ophthalmology	0.0043039	0.0247358	0.0013310	0.0220026
EYE007	Strabismus	0.0111185	0.0174856	0.0014142	0.0205025
EYE008	Oculofacial plastics and orbital conditions	0.0025106	0.0051178	0.0008319	0.0125015
EYE009	Refractive error	0.0028693	0.0106620	0.0006655	0.0115014
EYE010	Blindness and vision defects	0.0086079	0.0545893	0.0055321	0.0525063
EYE012	Other specified eye disorders	0.0039453	0.0115149	0.0016638	0.0180022
FAC002	Encounter for mental health services related to abuse	NA	0.0004265	0.0000832	0.0005001
FAC003	Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)	0.0060972	0.0029854	0.0003744	0.0115014
FAC004	Encounter for prophylactic or other procedures	NA	0.0004265	0.0000416	NA
FAC005	Encounter for prophylactic measures (excludes immunization)	0.0003587	NA	NA	NA
FAC006	Encounter for antineoplastic therapies	0.0096838	0.0643984	0.0066552	0.0575069
FAC007	Encounter for mental health conditions	NA	0.0029854	0.0003328	NA
FAC008	Neoplasm-related encounters	NA	0.0008530	0.0000832	0.0010001
FAC009	Implant, device or graft related encounter	0.0243889	0.1010756	0.0101075	0.1015122
FAC010	Other aftercare encounter	0.0068146	0.0328389	0.0033692	0.0355043
FAC011	Counseling related to sexual behavior or orientation	NA	0.0004265	NA	NA
FAC012	Other specified encounters and counseling	0.0039453	0.0243093	0.0024957	0.0160019
FAC013	Contraceptive and procreative management	NA	0.0004265	0.0002496	NA
FAC014	Medical examination/evaluation	NA	0.0038383	0.0004575	0.0055007
FAC015	Resistance to antimicrobial drugs	0.0017933	0.0042648	0.0002080	0.0005001
FAC016	Exposure, encounters, screening or contact with infectious disease	0.0118358	0.0562953	0.0070711	0.0535064
FAC017	No immunization or underimmunization	0.0043039	0.0196180	0.0022877	0.0145017
FAC019	Socioeconomic/psychosocial factors	0.0086079	0.2627112	0.0289916	0.1250150
FAC020	Lifestyle/life management factors	0.0021520	0.0166327	0.0037435	0.0185022
FAC021	Personal/family history of disease	0.1452576	0.6307628	0.0641808	0.5735688
FAC022	Acquired absence of limb or organ	0.0057386	0.0251623	0.0029116	0.0280034
FAC023	Organ transplant status	0.0089665	0.0260152	0.0020381	0.0425051
FAC024	Carrier status	0.0025106	0.0085296	0.0004159	0.0065008
FAC025	Other specified status	0.1922422	0.8341934	0.0956266	0.8275993
GEN001	Nephritis; nephrosis; renal sclerosis	0.0039453	0.0123679	0.0006239	0.0150018
GEN002	Acute and unspecified renal failure	0.0118358	0.0545893	0.0089429	0.0455055
GEN003	Chronic kidney disease	0.0075319	0.0366772	0.0034524	0.0220026
GEN004	Urinary tract infections	0.0157811	0.0707956	0.0110226	0.0735088
GEN005	Calculus of urinary tract	0.0007173	0.0085296	0.0019550	0.0020002
GEN006	Other specified and unspecified diseases of kidney and ureters	0.0129118	0.0353978	0.0033276	0.0330040
GEN007	Other specified and unspecified diseases of bladder and urethra	0.0028693	0.0285741	0.0027869	0.0355043
GEN008	Urinary incontinence	0.0060972	0.0942519	0.0069047	0.0875105
GEN009	Hematuria	0.0017933	0.0132209	0.0022045	0.0160019
GEN010	Proteinuria	0.0003587	0.0042648	0.0003328	0.0045005
GEN011	Vesicoureteral reflux	0.0046626	0.0072501	0.0004575	0.0170020
GEN013	Inflammatory conditions of male genital organs	0.0007173	0.0042648	0.0005407	0.0015002
GEN016	Other specified male genital disorders	0.0032279	0.0115149	0.0009567	0.0105013
GEN017	Nonmalignant breast conditions	NA	0.0063972	0.0008319	0.0010001
GEN018	Inflammatory diseases of female pelvic organs	0.0010760	0.0068237	0.0009567	0.0035004
GEN019	Endometriosis	NA	NA	0.0000416	NA
GEN021	Menstrual disorders	NA	0.0132209	0.0022461	NA
GEN022	Benign ovarian cyst	NA	0.0038383	0.0006239	NA
GEN023	Menopausal disorders	NA	NA	0.0000832	NA
GEN024	Female infertility	NA	0.0004265	0.0000416	NA
GEN025	Other specified female genital disorders	0.0010760	0.0119414	0.0017886	0.0040005
GEN026	Postprocedural or postoperative genitourinary system complication	0.0003587	0.0029854	0.0001664	0.0020002
INF001	Tuberculosis	NA	NA	0.0000416	0.0010001
INF002	Septicemia	0.0154224	0.0464862	0.0096500	0.0445053
INF003	Bacterial infections	0.0882305	0.2106807	0.0241666	0.2560307
INF004	Fungal infections	0.0104012	0.0417950	0.0069463	0.0360043
INF005	Foodborne intoxications	NA	NA	0.0000416	0.0005001
INF006	HIV infection	NA	0.0004265	0.0000832	NA
INF007	Hepatitis	0.0003587	0.0025589	0.0002912	0.0035004
INF008	Viral infection	0.1710812	0.1198407	0.0086517	0.3005361
INF009	Parasitic, other specified and unspecified infections	0.0060972	0.0149268	0.0015390	0.0215026
INF010	Sexually transmitted infections (excluding HIV and hepatitis)	NA	0.0004265	0.0000416	0.0005001
INF011	Sequela of specified infectious disease conditions	0.0010760	0.0042648	0.0000832	0.0030004
INJ001	Fracture of head and neck, initial encounter	0.0078905	0.0106620	0.0014558	0.0145017
INJ002	Fracture of the spine and back, initial encounter	0.0010760	0.0042648	0.0008735	0.0020002
INJ003	Fracture of torso, initial encounter	0.0017933	0.0042648	0.0003744	0.0025003
INJ004	Fracture of the upper limb, initial encounter	0.0093252	0.0123679	0.0014142	0.0205025
INJ005	Fracture of the lower limb (except hip), initial encounter	0.0035866	0.0272947	0.0023709	0.0190023
INJ006	Fracture of the neck of the femur (hip), initial encounter	NA	0.0076766	0.0005823	0.0060007
INJ007	Dislocations, initial encounter	0.0007173	0.0029854	0.0002080	0.0015002
INJ008	Traumatic brain injury (TBI); concussion, initial encounter	0.0093252	0.0153533	0.0019966	0.0230028
INJ009	Spinal cord injury (SCI), initial encounter	NA	0.0004265	0.0001664	0.0005001
INJ010	Internal organ injury, initial encounter	0.0025106	0.0110885	0.0009567	0.0060007
INJ011	Open wounds of head and neck, initial encounter	0.0068146	0.0106620	0.0018718	0.0115014
INJ012	Open wounds to limbs, initial encounter	0.0017933	0.0145003	0.0028284	0.0100012
INJ013	Open wounds of trunk, initial encounter	NA	0.0017059	0.0004575	0.0030004
INJ014	Amputation of a limb, initial encounter	NA	0.0017059	0.0000832	0.0005001
INJ015	Amputation of other body parts, initial encounter	NA	NA	0.0000416	NA
INJ016	Injury to blood vessels, initial encounter	NA	0.0004265	0.0002496	NA
INJ017	Superficial injury; contusion, initial encounter	0.0164984	0.0422214	0.0053657	0.0385046
INJ018	Crushing injury, initial encounter	NA	0.0012794	0.0000832	NA
INJ019	Burn and corrosion, initial encounter	0.0050213	0.0055442	0.0007071	0.0160019
INJ020	Effect of foreign body entering opening, initial encounter	0.0068146	0.0183386	0.0027869	0.0190023
INJ021	Effect of other external causes, initial encounter	0.0032279	0.0038383	0.0004159	0.0070008
INJ022	Poisoning by drugs, initial encounter	0.0111185	0.0379567	0.0090261	0.0360043
INJ023	Toxic effects, initial encounter	0.0050213	0.0076766	0.0009151	0.0085010
INJ024	Sprains and strains, initial encounter	NA	0.0025589	0.0001664	0.0010001
INJ025	Injury to nerves, muscles and tendons, initial encounter	0.0003587	0.0012794	0.0004575	0.0020002
INJ026	Other specified injury	0.0010760	0.0055442	0.0004991	0.0025003
INJ027	Other unspecified injury	0.0021520	0.0140738	0.0025373	0.0045005
INJ028	Adverse effects of drugs and medicaments, initial encounter	0.0186504	0.0524569	0.0063640	0.0715086
INJ029	Underdosing of drugs and medicaments, initial encounter	0.0007173	0.0034118	0.0007071	0.0045005
INJ030	Drug induced or toxic related condition	0.0071732	0.0443538	0.0054905	0.0460055
INJ031	Allergic reactions	0.0706562	0.1654739	0.0144334	0.1970236
INJ032	Maltreatment/abuse	0.0032279	0.0063972	0.0007487	0.0130016
INJ033	Complication of cardiovascular device, implant or graft, initial encounter	0.0025106	0.0119414	0.0009151	0.0175021
INJ034	Complication of genitourinary device, implant or graft, initial encounter	NA	0.0017059	0.0002496	0.0030004
INJ035	Complication of internal orthopedic device or implant, initial encounter	0.0003587	0.0068237	0.0005823	0.0030004
INJ036	Complication of transplanted organs or tissue, initial encounter	0.0039453	0.0140738	0.0007903	0.0160019
INJ037	Complication of other surgical or medical care, injury, initial encounter	0.0161397	0.0648248	0.0059065	0.0650078
INJ038	Fracture of head and neck, subsequent encounter	NA	0.0017059	0.0000832	NA
INJ039	Fracture of the spine and back, subsequent encounter	0.0003587	NA	0.0001664	NA
INJ041	Fracture of the upper limb, subsequent encounter	0.0003587	0.0004265	0.0003328	0.0020002
INJ042	Fracture of lower limb (except hip), subsequent encounter	NA	0.0017059	0.0004575	NA
INJ043	Fracture of the neck of the femur (hip), subsequent encounter	NA	NA	0.0000416	NA
INJ044	Dislocations, subsequent encounter	NA	NA	NA	0.0005001
INJ045	Traumatic brain injury (TBI); concussion, subsequent encounter	0.0003587	0.0004265	0.0001664	0.0010001
INJ046	Spinal cord injury (SCI), subsequent encounter	NA	NA	0.0000832	NA
INJ047	Internal organ injury, subsequent encounter	NA	NA	0.0000416	0.0005001
INJ048	Open wounds of head and neck, subsequent encounter	NA	0.0017059	0.0002080	0.0005001
INJ049	Open wounds to limbs, subsequent encounter	NA	0.0025589	0.0003328	0.0020002
INJ050	Open wounds of trunk, subsequent encounter	NA	0.0004265	NA	NA
INJ054	Superficial injury; contusion, subsequent encounter	NA	0.0021324	0.0004991	0.0020002
INJ056	Burns and corrosion, subsequent encounter	NA	0.0004265	NA	0.0010001
INJ057	Effect of foreign body entering opening, subsequent encounter	NA	0.0004265	NA	0.0005001
INJ059	Poisoning by drugs, subsequent encounter	NA	0.0021324	0.0003744	NA
INJ060	Toxic effects, subsequent encounter	NA	0.0004265	NA	0.0005001
INJ061	Sprains and strains, subsequent encounter	NA	0.0004265	0.0001248	NA
INJ063	Other specified injury, subsequent encounter	NA	NA	0.0000416	0.0005001
INJ064	Other unspecified injuries, subsequent encounter	NA	NA	0.0000416	NA
INJ065	Adverse effects of drugs and medicaments, subsequent encounter	NA	NA	0.0000416	0.0015002
INJ066	Underdosing of drugs and medicaments, subsequent encounter	NA	NA	0.0000832	NA
INJ068	Maltreatment/abuse, subsequent encounter	NA	0.0008530	0.0001248	0.0005001
INJ069	Complication of cardiovascular device, implant or graft, subsequent encounter	NA	NA	NA	0.0005001
INJ072	Complication of other surgical or medical care, injury, subsequent encounter	NA	0.0004265	0.0001248	0.0010001
INJ073	Injury, sequela	0.0007173	0.0017059	0.0002912	0.0025003
INJ074	Effect of other external causes, sequela	0.0003587	NA	0.0000832	0.0015002
INJ075	Poisoning/toxic effect/adverse effects/underdosing, sequela	NA	0.0017059	0.0000832	0.0015002
INJ076	Complication, sequela	NA	NA	NA	0.0005001
MAL001	Cardiac and circulatory congenital anomalies	0.0527231	0.1202671	0.0093172	0.1600192
MAL002	Digestive congenital anomalies	0.0089665	0.0196180	0.0017054	0.0280034
MAL003	Genitourinary congenital anomalies	0.0118358	0.0336919	0.0022045	0.0410049
MAL004	Nervous system congenital anomalies	0.0333555	0.1044874	0.0071543	0.1275153
MAL005	Congenital malformations of eye, ear, face, neck	0.0057386	0.0102355	0.0005407	0.0115014
MAL006	Cleft lip or palate	0.0014346	0.0081031	0.0004159	0.0040005
MAL007	Respiratory congenital malformations	0.0114771	0.0110885	0.0007071	0.0260031
MAL008	Musculoskeletal congenital conditions	0.0333555	0.0793251	0.0055737	0.0810097
MAL009	Chromosomal abnormalities	0.0383767	0.1667534	0.0142254	0.1870224
MAL010	Other specified and unspecified congenital anomalies	0.0225956	0.0865753	0.0091509	0.1005121
MBD001	Schizophrenia spectrum and other psychotic disorders	0.0007173	0.1300762	0.0410957	0.0350042
MBD002	Depressive disorders	NA	0.4345823	0.0799037	0.0600072
MBD003	Bipolar and related disorders	0.0010760	0.2507698	0.0524511	0.0765092
MBD004	Other specified and unspecified mood disorders	0.0014346	0.5045249	0.0400974	0.2120254
MBD005	Anxiety and fear-related disorders	0.0132704	0.6682930	0.0910927	0.2715326
MBD006	Obsessive-compulsive and related disorders	0.0028693	0.1258114	0.0212550	0.0480058
MBD007	Trauma- and stressor-related disorders	0.0032279	0.2290194	0.0322360	0.0870104
MBD008	Disruptive, impulse-control and conduct disorders	0.0190090	0.7761922	0.0692554	0.3910469
MBD009	Personality disorders	0.0003587	0.0358243	0.0125616	0.0110013
MBD010	Feeding and eating disorders	0.0104012	0.0405155	0.0057401	0.0295035
MBD011	Somatic disorders	0.0014346	0.0098090	0.0010399	0.0025003
MBD012	Suicidal ideation/attempt/intentional self-harm	0.0003587	0.2418137	0.0317369	0.0405049
MBD013	Miscellaneous mental and behavioral disorders/conditions	0.0021520	0.0345448	0.0078614	0.0155019
MBD017	Alcohol-related disorders	NA	0.0034118	0.0029532	NA
MBD018	Opioid-related disorders	0.0017933	0.0025589	0.0021213	0.0035004
MBD019	Cannabis-related disorders	NA	0.0089561	0.0142254	NA
MBD020	Sedative-related disorders	0.0032279	0.0085296	0.0021213	0.0140017
MBD021	Stimulant-related disorders	0.0007173	0.0042648	0.0024541	0.0050006
MBD022	Hallucinogen-related disorders	NA	NA	0.0002080	NA
MBD023	Inhalant-related disorders	NA	NA	0.0001664	NA
MBD024	Tobacco-related disorders	NA	0.0093825	0.0116466	0.0010001
MBD025	Other specified substance-related disorders	NA	0.0063972	0.0018302	0.0020002
MBD026	Mental and substance use disorders in remission	NA	0.0012794	0.0003328	NA
MBD027	Suicide attempt/intentional self-harm; subsequent encounter	NA	0.0021324	0.0003744	NA
MBD028	Opioid-related disorders; subsequent encounter	NA	0.0004265	NA	NA
MBD032	Sedative-related disorders; subsequent encounter	NA	NA	0.0000416	NA
MBD034	Mental and substance use disorders; sequela	NA	0.0008530	NA	NA
MUS001	Infective arthritis	0.0014346	0.0038383	0.0003328	0.0040005
MUS002	Osteomyelitis	0.0025106	0.0123679	0.0009151	0.0195023
MUS003	Rheumatoid arthritis and related disease	NA	0.0025589	0.0003328	0.0005001
MUS004	Juvenile arthritis	0.0010760	0.0051178	0.0007903	0.0055007
MUS005	Other specified chronic arthropathy	0.0003587	NA	0.0000416	NA
MUS006	Osteoarthritis	0.0003587	0.0012794	0.0007487	0.0020002
MUS007	Other specified joint disorders	0.0032279	0.0085296	0.0013310	0.0105013
MUS008	Immune-mediated/reactive arthropathies	0.0007173	0.0004265	NA	0.0020002
MUS009	Tendon and synovial disorders	0.0035866	0.0072501	0.0005407	0.0070008
MUS010	Musculoskeletal pain, not low back pain	0.0060972	0.0358243	0.0040763	0.0230028
MUS011	Spondylopathies/spondyloarthropathy (including infective)	0.0039453	0.0183386	0.0018302	0.0175021
MUS012	Biomechanical lesions	NA	NA	0.0000832	NA
MUS013	Osteoporosis	NA	0.0021324	0.0009151	0.0010001
MUS014	Pathological fracture, initial encounter	0.0003587	0.0038383	0.0001664	0.0020002
MUS015	Pathological fracture, subsequent encounter	NA	0.0004265	NA	NA
MUS016	Stress fracture, initial encounter	0.0007173	0.0008530	0.0000832	0.0015002
MUS017	Stress fracture, subsequent encounter	0.0003587	0.0004265	0.0000416	NA
MUS020	Pathological, stress and atypical fractures, sequela	NA	0.0004265	NA	NA
MUS021	Acquired foot deformities	0.0014346	0.0166327	0.0012478	0.0085010
MUS022	Scoliosis and other postural dorsopathic deformities	0.0021520	0.1142964	0.0131440	0.0265032
MUS023	Acquired deformities (excluding foot)	0.0017933	0.0247358	0.0014558	0.0125015
MUS024	Systemic lupus erythematosus and connective tissue disorders	0.0078905	0.0115149	0.0022045	0.0215026
MUS025	Other specified connective tissue disease	0.0028693	0.0093825	0.0014142	0.0135016
MUS026	Muscle disorders	0.0060972	0.0353978	0.0039099	0.0345041
MUS027	Musculoskeletal abscess	NA	0.0004265	0.0000416	0.0010001
MUS028	Other specified bone disease and musculoskeletal deformities	0.0010760	0.0208975	0.0019966	0.0105013
MUS029	Disorders of jaw	0.0021520	0.0063972	0.0012478	0.0055007
MUS030	Aseptic necrosis and osteonecrosis	NA	0.0025589	0.0004159	0.0010001
MUS031	Traumatic arthropathy	NA	NA	NA	0.0005001
MUS033	Gout	NA	NA	0.0000832	NA
MUS036	Autoinflammatory syndromes	NA	NA	0.0000416	NA
MUS037	Postprocedural or postoperative musculoskeletal system complication	NA	0.0008530	0.0001664	0.0010001
MUS038	Low back pain	0.0003587	0.0051178	0.0011647	0.0010001
NEO001	Head and neck cancers - eye	0.0007173	NA	NA	NA
NEO002	Head and neck cancers - lip and oral cavity	NA	NA	0.0000416	0.0005001
NEO003	Head and neck cancers - throat	NA	0.0012794	NA	NA
NEO006	Head and neck cancers - hypopharyngeal	NA	0.0021324	NA	NA
NEO007	Head and neck cancers - pharyngeal	NA	0.0012794	NA	0.0005001
NEO011	Cardiac cancers	NA	0.0012794	0.0000832	NA
NEO015	Gastrointestinal cancers - colorectal	NA	NA	0.0003744	NA
NEO017	Gastrointestinal cancers - liver	NA	NA	0.0001664	NA
NEO020	Gastrointestinal cancers - peritoneum	NA	0.0004265	NA	0.0005001
NEO022	Respiratory cancers	NA	NA	0.0000832	NA
NEO023	Bone cancer	0.0003587	0.0221769	0.0017470	0.0070008
NEO024	Sarcoma	0.0007173	0.0055442	0.0005407	0.0030004
NEO025	Skin cancers - melanoma	NA	NA	0.0000416	NA
NEO033	Female reproductive system cancers - ovary	NA	0.0017059	0.0000416	NA
NEO040	Male reproductive system cancers - testis	NA	NA	0.0009151	NA
NEO043	Urinary system cancers - bladder	NA	NA	NA	0.0030004
NEO045	Urinary system cancers - kidney	0.0025106	0.0004265	NA	0.0060007
NEO048	Nervous system cancers - brain	0.0025106	0.0085296	0.0009567	0.0205025
NEO049	Nervous system cancers - all other types	0.0003587	0.0008530	0.0000832	NA
NEO050	Endocrine system cancers - thyroid	NA	0.0021324	0.0002080	NA
NEO055	Endocrine system cancers - pituitary gland	NA	NA	0.0000416	NA
NEO056	Endocrine system cancers - all other types	0.0014346	0.0012794	0.0002912	0.0095011
NEO057	Hodgkin lymphoma	NA	0.0051178	0.0005407	NA
NEO058	Non-Hodgkin lymphoma	0.0014346	0.0068237	0.0002080	0.0110013
NEO059	Leukemia - acute lymphoblastic leukemia (ALL)	0.0129118	0.0251623	0.0011647	0.0360043
NEO060	Leukemia - acute myeloid leukemia (AML)	0.0025106	0.0034118	0.0004159	0.0030004
NEO062	Leukemia - chronic myeloid leukemia (CML)	NA	NA	NA	0.0005001
NEO064	Leukemia - all other types	0.0003587	0.0025589	0.0001248	0.0005001
NEO065	Multiple myeloma	NA	0.0008530	0.0001248	NA
NEO066	Malignant neuroendocrine tumors	NA	NA	0.0000416	NA
NEO068	Myelodysplastic syndrome (MDS)	0.0007173	0.0021324	0.0001664	0.0005001
NEO069	Cancer of other sites	NA	0.0025589	0.0000832	0.0040005
NEO070	Secondary malignancies	0.0028693	0.0068237	0.0031196	0.0165020
NEO071	Malignant neoplasm, unspecified	NA	NA	0.0002496	NA
NEO072	Neoplasms of unspecified nature or uncertain behavior	0.0064559	0.0153533	0.0015806	0.0200024
NEO073	Benign neoplasms	0.0096838	0.0187651	0.0020797	0.0315038
NEO074	Conditions due to neoplasm or the treatment of neoplasm	0.0082492	0.0302800	0.0028284	0.0380046
NVS001	Meningitis	0.0025106	0.0106620	0.0004159	0.0075009
NVS002	Encephalitis	0.0046626	0.0093825	0.0007487	0.0095011
NVS004	Parkinson`s disease	NA	0.0017059	0.0010399	0.0005001
NVS005	Multiple sclerosis	NA	NA	0.0001664	0.0015002
NVS006	Other specified hereditary and degenerative nervous system conditions	0.0118358	0.0554423	0.0066136	0.0550066
NVS007	Cerebral palsy	0.0265409	0.1467089	0.0185929	0.1450174
NVS008	Paralysis (other than cerebral palsy)	0.0078905	0.0243093	0.0020381	0.0240029
NVS009	Epilepsy; convulsions	0.2725822	0.8469878	0.0881811	0.9816178
NVS010	Headache; including migraine	0.0060972	0.1249584	0.0129776	0.0850102
NVS011	Neurocognitive disorders	0.0010760	0.0170592	0.0025789	0.0105013
NVS012	Transient cerebral ischemia	NA	0.0008530	0.0000416	NA
NVS013	Coma; stupor; and brain damage	0.0043039	0.0191916	0.0014974	0.0280034
NVS014	CNS abscess	0.0003587	0.0029854	0.0001248	0.0005001
NVS015	Polyneuropathies	0.0021520	0.0200445	0.0014142	0.0205025
NVS016	Sleep wake disorders	0.0598963	0.2456520	0.0286588	0.2335280
NVS017	Nerve and nerve root disorders	0.0025106	0.0115149	0.0005823	0.0045005
NVS018	Myopathies	0.0021520	0.0170592	0.0026621	0.0105013
NVS019	Nervous system pain and pain syndromes	0.0075319	0.0439274	0.0053241	0.0300036
NVS020	Other specified nervous system disorders	0.0441153	0.1484148	0.0129776	0.1675201
NVS021	Postprocedural or postoperative nervous system complication	0.0014346	0.0012794	0.0006239	0.0070008
NVS022	Sequela of specified nervous system conditions	0.0007173	0.0034118	0.0001248	0.0025003
PNL002	Short gestation; low birth weight; and fetal growth retardation	0.0003587	NA	NA	0.0010001
PNL004	Neonatal cerebral disorders	NA	NA	NA	0.0005001
PNL006	Respiratory perinatal condition	0.0129118	0.0034118	0.0003744	0.0200024
PNL009	Perinatal infections	NA	NA	NA	0.0010001
PNL010	Newborn affected by maternal conditions or complications of labor/delivery	NA	0.0021324	0.0001664	0.0005001
PNL013	Other specified and unspecified perinatal conditions	0.0003587	NA	0.0000832	0.0010001
PNL014	Neonatal abstinence syndrome	NA	0.0004265	NA	NA
PNL015	Fetal alcohol syndrome	0.0003587	0.0183386	0.0024541	0.0135016
PRG002	Gestational weeks	NA	NA	0.0017886	NA
PRG008	Supervision of high-risk pregnancy	NA	NA	0.0003328	NA
PRG010	Hemorrhage after first trimester	NA	NA	0.0001248	NA
PRG011	Early or threatened labor	NA	NA	0.0001664	NA
PRG013	Maternal care related to fetal conditions	NA	NA	0.0002080	NA
PRG014	Polyhydramnios and other problems of amniotic cavity	NA	NA	0.0000832	NA
PRG017	Maternal care for abnormality of pelvic organs	NA	NA	0.0000416	NA
PRG018	Maternal care related to disorders of the placenta and placental implantation	NA	NA	0.0000416	NA
PRG019	Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium	NA	NA	0.0000416	NA
PRG020	Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium	NA	NA	0.0003744	NA
PRG021	Maternal intrauterine infection	NA	NA	0.0000416	NA
PRG022	Prolonged pregnancy	NA	NA	0.0002080	NA
PRG023	Complications specified during childbirth	NA	NA	0.0017470	NA
PRG024	Malposition, disproportion or other labor complications	NA	NA	0.0007071	NA
PRG026	OB-related trauma to perineum and vulva	NA	NA	0.0008319	NA
PRG027	Complications specified during the puerperium	NA	NA	0.0002912	NA
PRG028	Other specified complications in pregnancy	NA	NA	0.0009151	NA
PRG029	Uncomplicated pregnancy, delivery or puerperium	NA	NA	0.0001248	NA
PRG030	Maternal outcome of delivery	NA	NA	0.0017470	NA
RSP001	Sinusitis	0.0139878	0.0353978	0.0027869	0.0390047
RSP002	Pneumonia (except that caused by tuberculosis)	0.0939691	0.1151494	0.0147246	0.1900228
RSP003	Influenza	0.0150638	0.0277212	0.0019134	0.0465056
RSP004	Acute and chronic tonsillitis	0.0304862	0.0204710	0.0007903	0.0440053
RSP005	Acute bronchitis	0.0351488	0.0093825	0.0009983	0.0205025
RSP006	Other specified upper respiratory infections	0.1004250	0.0989432	0.0059481	0.2020242
RSP007	Other specified and unspecified upper respiratory disease	0.0283342	0.1053404	0.0091509	0.1085130
RSP008	Chronic obstructive pulmonary disease and bronchiectasis	0.0014346	0.0157797	0.0010815	0.0065008
RSP009	Asthma	0.2062299	0.4785097	0.0413037	0.6630796
RSP010	Aspiration pneumonitis	0.0100425	0.0281476	0.0062808	0.0305037
RSP011	Pleurisy, pleural effusion and pulmonary collapse	0.0182917	0.0695161	0.0071543	0.0695083
RSP012	Respiratory failure; insufficiency; arrest	0.0416046	0.0678102	0.0098164	0.1035124
RSP013	Lung disease due to external agents	0.0003587	0.0017059	0.0001664	0.0025003
RSP014	Pneumothorax	0.0010760	0.0081031	0.0016222	0.0080010
RSP015	Mediastinal disorders	NA	NA	NA	0.0020002
RSP016	Other specified and unspecified lower respiratory disease	0.0179330	0.0366772	0.0025789	0.0590071
RSP017	Postprocedural or postoperative respiratory system complication	0.0060972	0.0093825	0.0014142	0.0185022
SKN001	Skin and subcutaneous tissue infections	0.0419633	0.0823105	0.0103155	0.1190143
SKN002	Other specified inflammatory condition of skin	0.0254649	0.0733544	0.0120625	0.0555067
SKN003	Pressure ulcer of skin	0.0007173	0.0110885	0.0013726	0.0070008
SKN004	Non-pressure ulcer of skin	NA	0.0021324	0.0004575	0.0025003
SKN005	Contact dermatitis	0.0147051	0.0166327	0.0012063	0.0255031
SKN006	Postprocedural or postoperative skin complication	NA	0.0021324	0.0001664	0.0020002
SKN007	Other specified and unspecified skin disorders	0.0502125	0.0997961	0.0101907	0.1260151
SYM001	Syncope	0.0010760	0.0208975	0.0031612	0.0105013
SYM002	Fever	0.0451913	0.0737809	0.0055321	0.1395167
SYM003	Shock	0.0064559	0.0200445	0.0029116	0.0165020
SYM004	Nausea and vomiting	0.0355074	0.1334880	0.0103987	0.1555187
SYM005	Dysphagia	0.0236716	0.0481922	0.0052825	0.0720086
SYM006	Abdominal pain and other digestive/abdomen signs and symptoms	0.0347901	0.1394587	0.0118129	0.1630196
SYM007	Malaise and fatigue	0.0082492	0.0221769	0.0023293	0.0240029
SYM008	Symptoms of mental and substance use conditions	0.0053799	0.1586503	0.0192584	0.0765092
SYM009	Abnormal findings related to substance use	NA	0.0004265	NA	NA
SYM010	Nervous system signs and symptoms	0.0717322	0.2102543	0.0227108	0.2070248
SYM011	Genitourinary signs and symptoms	0.0093252	0.0388096	0.0060728	0.0485058
SYM012	Circulatory signs and symptoms	0.0477019	0.1228260	0.0159724	0.1500180
SYM013	Respiratory signs and symptoms	0.0821333	0.1100316	0.0096500	0.1910229
SYM014	Skin/Subcutaneous signs and symptoms	0.0208023	0.0494716	0.0039099	0.0425051
SYM015	General sensation/perception signs and symptoms	0.0003587	0.0349713	0.0040347	0.0160019
SYM016	Other general signs and symptoms	0.2585944	0.5748940	0.0438410	0.7215866
SYM017	Abnormal findings without diagnosis	0.0312035	0.0891342	0.0136847	0.0980118

Sex-specific prevalence

For sex-specific prevalence, we can also calculate the prevalence:

\[ Sex-Prevalence = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients with specific sex aged 1 ~ 20}} \]

The following plot and table show sex-specific prevalence for each general category:

sex	DXCCSR_cat	prevalence_2
female	BLD	0.0848211
female	CIR	0.0708602
female	DIG	0.2355751
female	EAR	0.0289776
female	END	0.2639662
female	EXT	0.0232290
female	EYE	0.0337877
female	FAC	0.3480834
female	GEN	0.1028881
female	INF	0.1115697
female	INJ	0.1146200
female	MAL	0.1400780
female	MBD	0.3627482
female	MUS	0.0720334
female	NEO	0.0253408
female	NVS	0.3369381
female	PNL	0.0071564
female	PRG	0.0069218
female	RSP	0.1993238
female	SKN	0.0653463
female	SYM	0.3297817
male	BLD	0.3587927
male	CIR	0.3195678
male	DIG	0.9633181
male	EAR	0.1283875
male	END	0.9585386
male	EXT	0.0932828
male	EYE	0.1213006
male	FAC	1.5001063
male	GEN	0.2688061
male	INF	0.4449887
male	INJ	0.5893628
male	MAL	0.4901468
male	MBD	1.5571308
male	MUS	0.2416124
male	NEO	0.1499777
male	NVS	1.2734917
male	PNL	0.0296659
male	RSP	0.9781511
male	SKN	0.2989665
male	SYM	1.3712244

The following plot and table show sex-specific prevalence for each specific category:

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

DXCCSR	sex	prevalence_2
BLD001	female	0.0126704
BLD001	male	0.0416971
BLD001	NA	NA
BLD002	female	0.0021117
BLD002	male	0.0143385
BLD003	female	0.0248715
BLD003	male	0.0987216
BLD003	NA	NA
BLD004	female	0.0066871
BLD004	male	0.0194477
BLD005	female	0.0048100
BLD005	male	0.0212606
BLD006	female	0.0181843
BLD006	male	0.0959198
BLD006	NA	NA
BLD007	female	0.0177151
BLD007	male	0.0868552
BLD008	female	0.0105586
BLD008	male	0.0464766
BLD009	male	0.0001648
BLD010	female	0.0017598
BLD010	male	0.0046147
CIR001	female	0.0007039
CIR001	male	0.0036258
CIR002	female	0.0003520
CIR002	male	0.0008241
CIR003	female	0.0042235
CIR003	male	0.0176347
CIR004	female	0.0010559
CIR004	male	0.0018129
CIR005	female	0.0023464
CIR005	male	0.0171403
CIR006	female	0.0015251
CIR006	male	0.0113719
CIR007	female	0.0172458
CIR007	male	0.0889977
CIR008	female	0.0050447
CIR008	male	0.0270289
CIR009	female	0.0001173
CIR009	male	0.0009889
CIR010	male	0.0001648
CIR011	female	0.0002346
CIR011	male	0.0023073
CIR012	female	0.0008212
CIR012	male	0.0070869
CIR013	female	0.0003520
CIR013	male	0.0014833
CIR014	female	0.0036369
CIR014	male	0.0110423
CIR015	female	0.0016425
CIR015	male	0.0090646
CIR016	female	0.0066871
CIR016	male	0.0293363
CIR017	female	0.0071564
CIR017	male	0.0286770
CIR018	female	0.0010559
CIR018	male	0.0077461
CIR019	female	0.0018771
CIR019	male	0.0112071
CIR020	female	0.0011732
CIR020	male	0.0046147
CIR021	female	0.0007039
CIR021	male	0.0060980
CIR022	female	0.0003520
CIR022	male	0.0009889
CIR023	female	0.0004693
CIR023	male	0.0009889
CIR024	female	0.0017598
CIR024	male	0.0036258
CIR025	female	0.0018771
CIR025	male	0.0062628
CIR026	female	0.0026983
CIR026	male	0.0070869
CIR027	male	0.0001648
CIR028	female	0.0005866
CIR028	male	0.0039555
CIR029	female	0.0001173
CIR029	male	0.0013185
CIR030	female	0.0001173
CIR030	male	0.0004944
CIR031	female	0.0126704
CIR031	male	0.0463118
CIR032	female	0.0010559
CIR032	male	0.0026370
CIR033	female	0.0034022
CIR033	male	0.0113719
CIR034	female	0.0003520
CIR034	male	0.0008241
CIR036	female	0.0005866
CIR036	male	0.0019777
CIR037	female	0.0017598
CIR037	male	0.0128552
CIR038	female	0.0004693
CIR038	male	0.0041203
CIR039	female	0.0025810
CIR039	male	0.0126904
DIG001	female	0.0225251
DIG001	male	0.0743296
DIG001	NA	NA
DIG002	female	0.0086816
DIG002	male	0.0453229
DIG003	female	0.0097374
DIG003	male	0.0468062
DIG003	NA	NA
DIG004	female	0.0667541
DIG004	male	0.2551268
DIG005	female	0.0010559
DIG005	male	0.0080757
DIG006	female	0.0005866
DIG006	male	0.0034610
DIG007	female	0.0070391
DIG007	male	0.0286770
DIG008	female	0.0124357
DIG008	male	0.0337862
DIG009	female	0.0069218
DIG009	male	0.0558708
DIG010	female	0.0022290
DIG010	male	0.0156570
DIG011	female	0.0052793
DIG011	male	0.0281826
DIG012	female	0.0183017
DIG012	male	0.0903162
DIG012	NA	NA
DIG013	female	0.0003520
DIG013	male	0.0004944
DIG014	female	0.0008212
DIG014	male	0.0039555
DIG015	female	0.0022290
DIG015	male	0.0149978
DIG016	female	0.0075084
DIG016	male	0.0458174
DIG017	female	0.0050447
DIG017	male	0.0133497
DIG018	female	0.0007039
DIG018	male	0.0039555
DIG019	female	0.0039888
DIG019	male	0.0229087
DIG020	female	0.0091508
DIG020	male	0.0347750
DIG021	female	0.0077430
DIG021	male	0.0444989
DIG022	female	0.0117318
DIG022	male	0.0468062
DIG023	female	0.0011732
DIG023	male	0.0028018
DIG024	female	0.0092681
DIG024	male	0.0428508
DIG025	female	0.1066423
DIG025	male	0.3981825
DIG025	NA	NA
EAR001	female	0.0119665
EAR001	male	0.0499376
EAR002	female	0.0021117
EAR002	male	0.0107127
EAR003	female	0.0002346
EAR003	male	0.0003296
EAR004	female	0.0124357
EAR004	male	0.0580133
EAR004	NA	NA
EAR005	male	0.0001648
EAR006	female	0.0052793
EAR006	male	0.0258753
END001	female	0.0350782
END001	male	0.0899866
END002	female	0.0119665
END002	male	0.0341158
END003	female	0.0141955
END003	male	0.0664187
END004	female	0.0125531
END004	male	0.0644410
END005	female	0.0113799
END005	male	0.0273586
END006	female	0.0019944
END006	male	0.0084053
END007	female	0.0190056
END007	male	0.0637817
END008	female	0.0214692
END008	male	0.0693853
END008	NA	NA
END009	female	0.0556089
END009	male	0.1962895
END009	NA	NA
END010	female	0.0073911
END010	male	0.0327973
END011	female	0.1101619
END011	male	0.4405388
END011	NA	NA
END012	female	0.0035195
END012	male	0.0154922
END013	female	0.0084469
END013	male	0.0324677
END014	female	0.0008212
END014	male	0.0014833
END015	female	0.0251061
END015	male	0.0575189
END015	NA	NA
END016	female	0.0357821
END016	male	0.1448685
EXT002	female	0.0002346
EXT002	male	0.0034610
EXT004	female	0.0001173
EXT004	male	0.0018129
EXT011	male	0.0003296
EXT012	female	0.0001173
EXT012	male	0.0003296
EXT014	female	0.0146648
EXT014	male	0.0468062
EXT015	female	0.0014078
EXT015	male	0.0056036
EXT017	female	0.0003520
EXT017	male	0.0044499
EXT018	female	0.0049274
EXT018	male	0.0273586
EXT019	female	0.0024637
EXT019	male	0.0054388
EXT020	female	0.0086816
EXT020	male	0.0530690
EXT021	female	0.0119665
EXT021	male	0.0276882
EXT022	female	0.0022290
EXT022	male	0.0080757
EXT023	female	0.0003520
EXT023	male	0.0051091
EYE001	female	0.0045754
EYE001	male	0.0166459
EYE002	female	0.0005866
EYE002	male	0.0024722
EYE003	female	0.0008212
EYE003	male	0.0037906
EYE004	female	0.0002346
EYE004	male	0.0014833
EYE005	female	0.0016425
EYE005	male	0.0074165
EYE006	female	0.0049274
EYE006	male	0.0171403
EYE007	female	0.0071564
EYE007	male	0.0141737
EYE008	female	0.0011732
EYE008	male	0.0088998
EYE009	female	0.0023464
EYE009	male	0.0085702
EYE010	female	0.0122011
EYE010	male	0.0471358
EYE012	female	0.0042235
EYE012	male	0.0128552
FAC002	male	0.0006592
FAC003	female	0.0016425
FAC003	male	0.0069220
FAC004	male	0.0003296
FAC005	female	0.0001173
FAC006	female	0.0084469
FAC006	male	0.0624632
FAC006	NA	NA
FAC007	female	0.0007039
FAC007	male	0.0014833
FAC008	male	0.0009889
FAC009	female	0.0218212
FAC009	male	0.0931180
FAC010	female	0.0076257
FAC010	male	0.0301603
FAC011	female	0.0001173
FAC012	female	0.0050447
FAC012	male	0.0192828
FAC013	female	0.0008212
FAC014	female	0.0002346
FAC014	male	0.0047795
FAC015	female	0.0003520
FAC015	male	0.0029666
FAC016	female	0.0123184
FAC016	male	0.0555412
FAC017	female	0.0041061
FAC017	male	0.0176347
FAC019	female	0.0435251
FAC019	male	0.2004097
FAC020	female	0.0051620
FAC020	male	0.0210958
FAC021	female	0.1385529
FAC021	male	0.5587080
FAC021	NA	NA
FAC022	female	0.0036369
FAC022	male	0.0280178
FAC023	female	0.0070391
FAC023	male	0.0262049
FAC023	NA	NA
FAC024	female	0.0018771
FAC024	male	0.0056036
FAC025	female	0.1836031
FAC025	male	0.8041110
FAC025	NA	NA
GEN001	female	0.0012905
GEN001	male	0.0121960
GEN002	female	0.0117318
GEN002	male	0.0604855
GEN003	female	0.0066871
GEN003	male	0.0291715
GEN004	female	0.0390670
GEN004	male	0.0476303
GEN005	female	0.0021117
GEN005	male	0.0090646
GEN006	female	0.0075084
GEN006	male	0.0331269
GEN007	female	0.0062179
GEN007	male	0.0262049
GEN007	NA	NA
GEN008	female	0.0165419
GEN008	male	0.0720222
GEN008	NA	NA
GEN009	female	0.0034022
GEN009	male	0.0151626
GEN010	female	0.0008212
GEN010	male	0.0034610
GEN011	female	0.0034022
GEN011	male	0.0075813
GEN013	male	0.0046147
GEN016	male	0.0131848
GEN017	female	0.0005866
GEN017	male	0.0052739
GEN018	female	0.0057486
GEN019	female	0.0001173
GEN021	female	0.0099721
GEN022	female	0.0028156
GEN023	female	0.0002346
GEN024	female	0.0002346
GEN025	female	0.0096201
GEN026	female	0.0007039
GEN026	male	0.0016481
INF001	female	0.0002346
INF001	male	0.0001648
INF002	female	0.0132570
INF002	male	0.0593318
INF003	female	0.0564301
INF003	male	0.2226592
INF003	NA	NA
INF004	female	0.0130223
INF004	male	0.0420267
INF005	male	0.0003296
INF006	female	0.0001173
INF006	male	0.0003296
INF007	female	0.0007039
INF007	male	0.0024722
INF008	female	0.0456368
INF008	male	0.1941469
INF009	female	0.0056313
INF009	male	0.0138441
INF010	female	0.0002346
INF010	male	0.0001648
INF011	female	0.0010559
INF011	male	0.0019777
INJ001	female	0.0015251
INJ001	male	0.0161514
INJ002	female	0.0015251
INJ002	male	0.0041203
INJ003	female	0.0007039
INJ003	male	0.0037906
INJ004	female	0.0026983
INJ004	male	0.0176347
INJ005	female	0.0044581
INJ005	male	0.0215902
INJ006	female	0.0005866
INJ006	male	0.0064276
INJ007	female	0.0007039
INJ007	male	0.0018129
INJ008	female	0.0029330
INJ008	male	0.0215902
INJ009	female	0.0002346
INJ009	male	0.0006592
INJ010	female	0.0018771
INJ010	male	0.0085702
INJ011	female	0.0022290
INJ011	male	0.0153274
INJ012	female	0.0032849
INJ012	male	0.0163163
INJ013	female	0.0002346
INJ013	male	0.0031314
INJ014	female	0.0001173
INJ014	male	0.0009889
INJ015	male	0.0001648
INJ016	male	0.0011537
INJ017	female	0.0073911
INJ017	male	0.0474655
INJ018	female	0.0002346
INJ018	male	0.0004944
INJ019	female	0.0019944
INJ019	male	0.0097238
INJ020	female	0.0029330
INJ020	male	0.0234031
INJ021	female	0.0008212
INJ021	male	0.0057684
INJ022	female	0.0146648
INJ022	male	0.0468062
INJ023	female	0.0018771
INJ023	male	0.0090646
INJ024	female	0.0001173
INJ024	male	0.0018129
INJ025	female	0.0001173
INJ025	male	0.0029666
INJ026	female	0.0005866
INJ026	male	0.0046147
INJ027	female	0.0045754
INJ027	male	0.0115367
INJ028	female	0.0102067
INJ028	male	0.0632873
INJ029	female	0.0011732
INJ029	male	0.0042851
INJ030	female	0.0090335
INJ030	male	0.0446637
INJ031	female	0.0314413
INJ031	male	0.1743696
INJ032	female	0.0022290
INJ032	male	0.0080757
INJ033	female	0.0021117
INJ033	male	0.0121960
INJ034	female	0.0003520
INJ034	male	0.0021425
INJ035	female	0.0011732
INJ035	male	0.0044499
INJ036	female	0.0025810
INJ036	male	0.0120312
INJ037	female	0.0112626
INJ037	male	0.0614744
INJ038	female	0.0001173
INJ038	male	0.0008241
INJ039	female	0.0003520
INJ039	male	0.0003296
INJ041	female	0.0004693
INJ041	male	0.0016481
INJ042	female	0.0003520
INJ042	male	0.0019777
INJ043	male	0.0001648
INJ044	male	0.0001648
INJ045	female	0.0001173
INJ045	male	0.0011537
INJ046	male	0.0003296
INJ047	male	0.0003296
INJ048	female	0.0003520
INJ048	male	0.0011537
INJ049	female	0.0003520
INJ049	male	0.0024722
INJ050	male	0.0001648
INJ054	female	0.0003520
INJ054	male	0.0029666
INJ056	female	0.0001173
INJ056	male	0.0003296
INJ057	female	0.0001173
INJ057	male	0.0001648
INJ059	female	0.0009385
INJ059	male	0.0009889
INJ060	male	0.0003296
INJ061	female	0.0001173
INJ061	male	0.0004944
INJ063	male	0.0003296
INJ064	male	0.0001648
INJ065	female	0.0001173
INJ065	male	0.0004944
INJ066	male	0.0003296
INJ068	female	0.0003520
INJ068	male	0.0004944
INJ069	male	0.0001648
INJ072	female	0.0001173
INJ072	male	0.0008241
INJ073	female	0.0002346
INJ073	male	0.0026370
INJ074	female	0.0001173
INJ074	male	0.0008241
INJ075	female	0.0002346
INJ075	male	0.0011537
INJ076	female	0.0001173
MAL001	female	0.0305028
MAL001	male	0.1175100
MAL002	female	0.0052793
MAL002	male	0.0202717
MAL003	female	0.0053966
MAL003	male	0.0331269
MAL004	female	0.0283910
MAL004	male	0.0861960
MAL005	female	0.0029330
MAL005	male	0.0084053
MAL006	female	0.0010559
MAL006	male	0.0052739
MAL007	female	0.0030503
MAL007	male	0.0166459
MAL008	female	0.0180670
MAL008	male	0.0693853
MAL009	female	0.0468100
MAL009	male	0.1343207
MAL010	female	0.0260447
MAL010	male	0.0766369
MBD001	female	0.0396536
MBD001	male	0.1690957
MBD001	NA	NA
MBD002	female	0.1154412
MBD002	male	0.3421469
MBD003	female	0.0621787
MBD003	male	0.2429309
MBD003	NA	NA
MBD004	female	0.0622960
MBD004	male	0.3368729
MBD005	female	0.1454747
MBD005	male	0.5104185
MBD006	female	0.0286257
MBD006	male	0.1097639
MBD007	female	0.0533798
MBD007	male	0.1714030
MBD008	female	0.0977261
MBD008	male	0.5746946
MBD009	female	0.0210000
MBD009	male	0.0379064
MBD010	female	0.0145475
MBD010	male	0.0323029
MBD010	NA	NA
MBD011	female	0.0026983
MBD011	male	0.0056036
MBD012	female	0.0488044
MBD012	male	0.1641514
MBD013	female	0.0153687
MBD013	male	0.0290067
MBD017	female	0.0025810
MBD017	male	0.0093942
MBD018	female	0.0012905
MBD018	male	0.0095590
MBD019	female	0.0079776
MBD019	male	0.0486191
MBD020	female	0.0025810
MBD020	male	0.0141737
MBD021	female	0.0014078
MBD021	male	0.0113719
MBD022	female	0.0001173
MBD022	male	0.0006592
MBD023	female	0.0001173
MBD023	male	0.0004944
MBD024	female	0.0058659
MBD024	male	0.0418619
MBD025	female	0.0011732
MBD025	male	0.0087350
MBD026	female	0.0004693
MBD026	male	0.0011537
MBD027	female	0.0009385
MBD027	male	0.0009889
MBD028	male	0.0001648
MBD032	female	0.0001173
MBD034	female	0.0001173
MBD034	male	0.0001648
MUS001	female	0.0002346
MUS001	male	0.0044499
MUS002	female	0.0028156
MUS002	male	0.0120312
MUS003	female	0.0008212
MUS003	male	0.0013185
MUS004	female	0.0022290
MUS004	male	0.0042851
MUS005	female	0.0001173
MUS005	male	0.0001648
MUS006	female	0.0009385
MUS006	male	0.0029666
MUS007	female	0.0019944
MUS007	male	0.0107127
MUS008	male	0.0011537
MUS009	female	0.0012905
MUS009	male	0.0070869
MUS010	female	0.0066871
MUS010	male	0.0309844
MUS011	female	0.0046927
MUS011	male	0.0153274
MUS012	female	0.0001173
MUS012	male	0.0001648
MUS013	female	0.0016425
MUS013	male	0.0024722
MUS014	female	0.0004693
MUS014	male	0.0023073
MUS015	male	0.0001648
MUS016	male	0.0014833
MUS017	male	0.0004944
MUS020	male	0.0001648
MUS021	female	0.0025810
MUS021	male	0.0112071
MUS022	female	0.0278044
MUS022	male	0.0669131
MUS023	female	0.0031676
MUS023	male	0.0158218
MUS024	female	0.0058659
MUS024	male	0.0156570
MUS025	female	0.0037542
MUS025	male	0.0097238
MUS026	female	0.0068045
MUS026	male	0.0337862
MUS027	female	0.0001173
MUS027	male	0.0004944
MUS028	female	0.0030503
MUS028	male	0.0156570
MUS029	female	0.0012905
MUS029	male	0.0084053
MUS030	female	0.0003520
MUS030	male	0.0024722
MUS031	male	0.0001648
MUS033	male	0.0003296
MUS036	male	0.0001648
MUS037	female	0.0003520
MUS037	male	0.0008241
MUS038	female	0.0018771
MUS038	male	0.0044499
NEO001	male	0.0003296
NEO002	male	0.0003296
NEO003	male	0.0004944
NEO006	male	0.0008241
NEO007	female	0.0001173
NEO007	male	0.0004944
NEO011	male	0.0008241
NEO015	male	0.0014833
NEO017	male	0.0006592
NEO020	male	0.0003296
NEO022	male	0.0003296
NEO023	female	0.0019944
NEO023	male	0.0151626
NEO024	female	0.0005866
NEO024	male	0.0047795
NEO025	male	0.0001648
NEO033	female	0.0005866
NEO040	male	0.0036258
NEO043	male	0.0009889
NEO045	female	0.0001173
NEO045	male	0.0031314
NEO048	female	0.0030503
NEO048	male	0.0107127
NEO049	female	0.0001173
NEO049	male	0.0006592
NEO050	female	0.0002346
NEO050	male	0.0013185
NEO055	female	0.0001173
NEO056	female	0.0008212
NEO056	male	0.0041203
NEO056	NA	NA
NEO057	female	0.0008212
NEO057	male	0.0029666
NEO058	female	0.0008212
NEO058	male	0.0065924
NEO059	female	0.0037542
NEO059	male	0.0266993
NEO059	NA	NA
NEO060	female	0.0007039
NEO060	male	0.0041203
NEO062	male	0.0001648
NEO064	female	0.0003520
NEO064	male	0.0013185
NEO065	male	0.0008241
NEO066	female	0.0001173
NEO068	female	0.0002346
NEO068	male	0.0016481
NEO069	female	0.0002346
NEO069	male	0.0023073
NEO070	female	0.0016425
NEO070	male	0.0194477
NEO071	male	0.0009889
NEO072	female	0.0026983
NEO072	male	0.0179644
NEO073	female	0.0069218
NEO073	male	0.0206013
NEO074	female	0.0049274
NEO074	male	0.0323029
NVS001	female	0.0011732
NVS001	male	0.0077461
NVS002	female	0.0026983
NVS002	male	0.0080757
NVS004	female	0.0011732
NVS004	male	0.0032962
NVS005	female	0.0001173
NVS005	male	0.0009889
NVS006	female	0.0138436
NVS006	male	0.0517505
NVS007	female	0.0441117
NVS007	male	0.1283875
NVS008	female	0.0062179
NVS008	male	0.0202717
NVS009	female	0.2206757
NVS009	male	0.8154830
NVS010	female	0.0274525
NVS010	male	0.0919643
NVS011	female	0.0048100
NVS011	male	0.0140089
NVS012	female	0.0001173
NVS012	male	0.0003296
NVS013	female	0.0031676
NVS013	male	0.0201069
NVS014	female	0.0005866
NVS014	male	0.0011537
NVS015	female	0.0029330
NVS015	male	0.0169755
NVS016	female	0.0587765
NVS016	male	0.2304053
NVS017	female	0.0017598
NVS017	male	0.0069220
NVS018	female	0.0017598
NVS018	male	0.0191180
NVS019	female	0.0109106
NVS019	male	0.0360935
NVS020	female	0.0364860
NVS020	male	0.1330022
NVS021	female	0.0010559
NVS021	male	0.0044499
NVS022	female	0.0011732
NVS022	male	0.0013185
PNL002	female	0.0001173
PNL002	male	0.0003296
PNL004	female	0.0001173
PNL006	female	0.0035195
PNL006	male	0.0103831
PNL009	male	0.0003296
PNL010	female	0.0002346
PNL010	male	0.0013185
PNL013	female	0.0001173
PNL013	male	0.0006592
PNL014	male	0.0001648
PNL015	female	0.0031676
PNL015	male	0.0169755
PRG002	female	0.0050447
PRG008	female	0.0009385
PRG010	female	0.0003520
PRG011	female	0.0004693
PRG013	female	0.0005866
PRG014	female	0.0002346
PRG017	female	0.0001173
PRG018	female	0.0001173
PRG019	female	0.0001173
PRG020	female	0.0010559
PRG021	female	0.0001173
PRG022	female	0.0005866
PRG023	female	0.0049274
PRG024	female	0.0019944
PRG026	female	0.0023464
PRG027	female	0.0008212
PRG028	female	0.0025810
PRG029	female	0.0003520
PRG030	female	0.0049274
RSP001	female	0.0071564
RSP001	male	0.0339510
RSP002	female	0.0373072
RSP002	male	0.1562405
RSP003	female	0.0057486
RSP003	male	0.0324677
RSP004	female	0.0068045
RSP004	male	0.0299955
RSP005	female	0.0061006
RSP005	male	0.0219198
RSP006	female	0.0279218
RSP006	male	0.1353095
RSP007	female	0.0197095
RSP007	male	0.0980623
RSP008	female	0.0012905
RSP008	male	0.0113719
RSP009	female	0.0966703
RSP009	male	0.5259107
RSP009	NA	NA
RSP010	female	0.0073911
RSP010	male	0.0400490
RSP011	female	0.0131396
RSP011	male	0.0680668
RSP012	female	0.0192402
RSP012	male	0.0913051
RSP013	female	0.0001173
RSP013	male	0.0021425
RSP014	female	0.0012905
RSP014	male	0.0108775
RSP015	female	0.0001173
RSP015	male	0.0004944
RSP016	female	0.0082123
RSP016	male	0.0405434
RSP017	female	0.0018771
RSP017	male	0.0154922
SKN001	female	0.0208827
SKN001	male	0.1018530
SKN002	female	0.0177151
SKN002	male	0.0809220
SKN002	NA	NA
SKN003	female	0.0032849
SKN003	male	0.0077461
SKN004	female	0.0008212
SKN004	male	0.0023073
SKN005	female	0.0070391
SKN005	male	0.0164811
SKN006	female	0.0005866
SKN006	male	0.0013185
SKN007	female	0.0213519
SKN007	male	0.1132249
SKN007	NA	NA
SYM001	female	0.0059832
SYM001	male	0.0161514
SYM002	female	0.0199441
SYM002	male	0.0889977
SYM002	NA	NA
SYM003	female	0.0042235
SYM003	male	0.0217550
SYM004	female	0.0312067
SYM004	male	0.1163563
SYM004	NA	NA
SYM005	female	0.0133743
SYM005	male	0.0553764
SYM006	female	0.0302681
SYM006	male	0.1278930
SYM007	female	0.0043408
SYM007	male	0.0234031
SYM008	female	0.0268659
SYM008	male	0.1275634
SYM009	male	0.0001648
SYM010	female	0.0519720
SYM010	male	0.1994209
SYM011	female	0.0096201
SYM011	male	0.0458174
SYM012	female	0.0309720
SYM012	male	0.1386057
SYM013	female	0.0308547
SYM013	male	0.1381113
SYM014	female	0.0106760
SYM014	male	0.0431804
SYM015	female	0.0080950
SYM015	male	0.0235679
SYM016	female	0.1427764
SYM016	male	0.5517860
SYM016	NA	NA
SYM017	female	0.0261620
SYM017	male	0.0985568

---

Research Question 1: Evaluate SMRs

helper functions

# match names for abbr.
CCSR_cat_match = function(code,df=ccsr_reference_abbr){
  terms = df %>%
    filter(`3-Character Abbreviation`==code)
  return(terms$`ICD-10-CM Diagnosis Chapter`)
}

CCSR_sub_match = function(code,df=ccsr_reference_icd){
  terms = df %>%
    filter(`CCSR Category`==code) %>%
    select(3,4) %>%
    distinct()
  return(terms$`CCSR Category Description`)
}

# calculate 95 CI
SMR_L = function(obs,expected){
  SMR_L = qchisq(0.025, df = 2 * obs) / (2 * expected)
  return(SMR_L)
}

SMR_U = function(obs,expected){
  SMR_U = qchisq(1-0.025, df = (2 * obs) + 2) / (2 * expected)
  return(SMR_U)
}

get_CI = function(df){
  df = df %>%
      mutate(CI_L = unlist(map2(obs, expected, SMR_L)),
         CI_U = unlist(map2(obs, expected, SMR_U)))
  return(df)
}

This updated report is for calculating SMR. In the following sections, we are going to calculate:

• Crude SMR
• SMR adjusted by age
• SMR adjusted by sex
• SMR adjusted by age & sex

Generally, the formula for SMR is:

\[ SMR = \frac{\text{# of observed categories}}{\text{# of expeected caregories}} \] where

\[ \text{# of expeected patients in the caregory} = \text{# of ASD patients}*\frac{\text{# of inpatients in the category}}{\text{# of inpatients at risk}} \]

Data preparation

Note: the original data was too large for a normal laptop to work with. So here I directly import the statistics that I have obtained from a more advanced device, thus the original codes for processing the data cannot be seen.

Results

Crude SMR Without Stratification

The following table and charts are crude SMRs for the 21 general categories and 540 specific categories:

21-crude

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   crude_prop = col_double(),
##   crude_expected = col_double()
## )

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   crude_prop = col_double(),
##   crude_expected = col_double()
## )

DXCCSR_cat	SMR	description
NVS	2.1198371	Diseases of the Nervous System
PNL	2.1133908	Certain Conditions Originating in the Perinatal Period
MAL	1.7607162	Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD	1.5039697	Mental, Behavioral and Neurodevelopmental Disorders
EYE	1.4190791	Diseases of the Eye and Adnexa
SYM	1.3546962	Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified
DIG	1.2612145	Diseases of the Digestive System
EAR	1.1606802	Diseases of the Ear and Mastoid Process
END	1.1188861	Endocrine, Nutritional and Metabolic Diseases
FAC	1.0947657	Factors Influencing Health Status and Contact with Health Services
SKN	1.0371924	Diseases of the Skin and Subcutaneous Tissue
INJ	1.0070556	Injury, Poisoning and Certain Other Consequences of External Causes
EXT	0.9906816	External Causes of Morbidity
RSP	0.9533524	Diseases of the Respiratory System
MUS	0.9438118	Diseases of the Musculoskeletal System and Connective Tissue
CIR	0.8836528	Diseases of the Circulatory System
GEN	0.8309342	Diseases of the Genitourinary System
INF	0.7375357	Certain Infectious and Parasitic Diseases
BLD	0.6520680	Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
NEO	0.6458904	Neoplasms
PRG	0.0107171	Pregnancy, Childbirth and the Puerperium

540-crude

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_character(),
##   x = col_double()
## )

DXCCSR	x	obs	SMR	description
INJ066	0.0592491	2	33.7557907	Underdosing of drugs and medicaments, subsequent encounter
NEO006	0.1777473	5	28.1298256	Head and neck cancers - hypopharyngeal
NEO003	0.1579976	3	18.9876323	Head and neck cancers - throat
NEO007	0.3949940	4	10.1267372	Head and neck cancers - pharyngeal
PNL010	1.2047316	10	8.3006043	Newborn affected by maternal conditions or complications of labor/delivery
NVS004	3.6536941	30	8.2108680	Parkinson`s disease
PNL015	16.7477438	130	7.7622396	Fetal alcohol syndrome
MUS020	0.1382479	1	7.2333837	Pathological, stress and atypical fractures, sequela
MUS017	0.4147437	3	7.2333837	Stress fracture, subsequent encounter
MBD006	138.5243807	910	6.5692407	Obsessive-compulsive and related disorders
PNL014	0.1579976	1	6.3292108	Neonatal abstinence syndrome
INJ054	3.3179492	21	6.3292108	Superficial injury; contusion, subsequent encounter
NEO065	0.8097376	5	6.1748398	Multiple myeloma
INJ057	0.3357449	2	5.9569042	Effect of foreign body entering opening, subsequent encounter
MBD008	821.8244267	4320	5.2565972	Disruptive, impulse-control and conduct disorders
EXT011	0.4344934	2	4.6030624	External cause codes: natural/environment; initial encounter
INJ068	1.3824788	6	4.3400302	Maltreatment/abuse, subsequent encounter
MBD004	599.9168217	2575	4.2922617	Other specified and unspecified mood disorders
SYM008	234.6461601	1003	4.2745213	Symptoms of mental and substance use conditions
GEN008	138.3466334	579	4.1851398	Urinary incontinence
INJ048	2.4489625	10	4.0833618	Open wounds of head and neck, subsequent encounter
CIR010	0.2567461	1	3.8948989	Complications of acute myocardial infarction
NVS009	1807.9465898	6829	3.7772134	Epilepsy; convulsions
INJ061	1.1454825	4	3.4919783	Sprains and strains, subsequent encounter
INJ060	0.5727412	2	3.4919783	Toxic effects, subsequent encounter
INJ074	1.7379734	6	3.4522968	Effect of other external causes, sequela
INJ075	2.6859589	9	3.3507586	Poisoning/toxic effect/adverse effects/underdosing, sequela
MAL009	381.2876666	1214	3.1839477	Chromosomal abnormalities
INJ029	11.3363266	36	3.1756319	Underdosing of drugs and medicaments, initial encounter
MBD028	0.3159952	1	3.1646054	Opioid-related disorders; subsequent encounter
NVS022	5.7866615	18	3.1106019	Sequela of specified nervous system conditions
INF011	6.8333955	21	3.0731428	Sequela of specified infectious disease conditions
MUS016	2.9427050	9	3.0584106	Stress fracture, initial encounter
INJ063	0.7109891	2	2.8129826	Other specified injury, subsequent encounter
INJ069	0.3554946	1	2.8129826	Complication of cardiovascular device, implant or graft, subsequent encounter
MBD001	485.3093251	1365	2.8126391	Schizophrenia spectrum and other psychotic disorders
FAC003	20.4409373	56	2.7396004	Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)
SYM016	1707.9933690	4566	2.6733125	Other general signs and symptoms
INJ049	6.8333955	18	2.6341224	Open wounds to limbs, subsequent encounter
EXT018	80.7960139	208	2.5743844	External cause codes: other specified, classifiable and NEC; initial encounter
BLD009	0.3949940	1	2.5316843	Postprocedural or postoperative complications of the spleen
MBD032	0.3949940	1	2.5316843	Sedative-related disorders; subsequent encounter
MBD034	0.7899879	2	2.5316843	Mental and substance use disorders; sequela
INJ020	66.0429896	167	2.5286560	Effect of foreign body entering opening, initial encounter
EYE003	11.8893181	30	2.5232734	Glaucoma
INJ028	188.1948708	471	2.5027250	Adverse effects of drugs and medicaments, initial encounter
MBD003	810.4091014	2005	2.4740591	Bipolar and related disorders
EYE002	8.2948731	20	2.4111279	Cataract and other lens disorders
INJ064	0.4147437	1	2.4111279	Other unspecified injuries, subsequent encounter
MBD027	5.9446591	14	2.3550552	Suicide attempt/intentional self-harm; subsequent encounter
EXT022	28.8938079	68	2.3534454	External cause codes: intent of injury, assault
EYE009	30.6515311	72	2.3489854	Refractive error
MAL010	296.6602113	687	2.3157807	Other specified and unspecified congenital anomalies
INJ059	6.2409045	14	2.2432646	Poisoning by drugs, subsequent encounter
NVS016	854.1744318	1899	2.2231993	Sleep wake disorders
INJ032	30.7502795	68	2.2113620	Maltreatment/abuse
INJ017	165.6802152	351	2.1185390	Superficial injury; contusion, initial encounter
DIG025	1630.5350541	3327	2.0404345	Other specified and unspecified gastrointestinal disorders
FAC005	0.4937424	1	2.0253474	Encounter for prophylactic measures (excludes immunization)
NVS006	213.5929822	432	2.0225384	Other specified hereditary and degenerative nervous system conditions
FAC007	7.4258864	15	2.0199609	Encounter for mental health conditions
NEO015	4.4634317	9	2.0163857	Gastrointestinal cancers - colorectal
MUS021	44.8910632	90	2.0048534	Acquired foot deformities
EAR004	229.0174962	459	2.0042137	Hearing loss
NVS007	576.6121783	1155	2.0030794	Cerebral palsy
DIG008	158.4715755	311	1.9624971	Other specified and unspecified disorders of stomach and duodenum
MUS027	2.0539686	4	1.9474495	Musculoskeletal abscess
FAC019	842.9763531	1587	1.8826151	Socioeconomic/psychosocial factors
INJ015	0.5332418	1	1.8753217	Amputation of other body parts, initial encounter
END001	453.2358158	845	1.8643716	Thyroid disorders
MBD005	2344.2298851	4337	1.8500745	Anxiety and fear-related disorders
MBD011	31.3230208	57	1.8197479	Somatic disorders
END010	146.2465125	262	1.7914957	Disorders of lipid metabolism
NVS011	70.7829171	126	1.7800905	Neurocognitive disorders
END013	155.1931257	269	1.7333242	Pituitary disorders
MUS013	16.8267426	29	1.7234471	Osteoporosis
MAL001	565.0783547	973	1.7218851	Cardiac and circulatory congenital anomalies
DIG004	1230.1099303	2117	1.7209844	Esophageal disorders
EYE007	85.8716862	147	1.7118565	Strabismus
INJ065	2.3502140	4	1.7019726	Adverse effects of drugs and medicaments, subsequent encounter
EAR006	118.8141822	202	1.7001337	Other specified and unspecified disorders of the ear
EYE005	35.1149628	59	1.6801954	Retinal and vitreous conditions
INJ006	26.5040945	44	1.6601209	Fracture of the neck of the femur (hip), initial encounter
EYE010	235.3966486	390	1.6567780	Blindness and vision defects
SYM010	998.5644727	1653	1.6553763	Nervous system signs and symptoms
NVS018	79.2752871	131	1.6524696	Myopathies
MBD010	197.7537245	321	1.6232311	Feeding and eating disorders
NEO043	3.7129432	6	1.6159687	Urinary system cancers - bladder
END007	342.9535031	549	1.6008001	Nutritional deficiencies
INJ033	57.5111201	92	1.5996906	Complication of cardiovascular device, implant or graft, initial encounter
END005	165.1074740	263	1.5929018	Diabetes mellitus, Type 2
MAL004	482.6036165	765	1.5851518	Nervous system congenital anomalies
SYM015	134.6336902	212	1.5746430	General sensation/perception signs and symptoms
DIG012	450.8856018	705	1.5635895	Intestinal obstruction and ileus
NEO071	3.8511911	6	1.5579596	Malignant neoplasm, unspecified
RSP010	197.2797318	306	1.5510970	Aspiration pneumonitis
MUS031	0.6517400	1	1.5343541	Traumatic arthropathy
BLD008	244.0667660	372	1.5241731	Immunity disorders
CIR002	5.2929190	8	1.5114533	Acute rheumatic heart disease
INJ072	3.9696893	6	1.5114533	Complication of other surgical or medical care, injury, subsequent encounter
EXT020	262.4932341	396	1.5086103	External cause codes: intent of injury, accidental/unintentional
MUS014	11.9683169	18	1.5039709	Pathological fracture, initial encounter
FAC002	2.6662092	4	1.5002574	Encounter for mental health services related to abuse
EXT017	20.4211876	30	1.4690625	External cause codes: suffocation/inhalation; initial encounter
END015	387.9630645	565	1.4563242	Other specified and unspecified endocrine disorders
NEO068	8.2751234	12	1.4501294	Myelodysplastic syndrome (MDS)
FAC011	0.6912394	1	1.4466767	Counseling related to sexual behavior or orientation
CIR025	37.4256774	54	1.4428597	Sequela of cerebral infarction and other cerebrovascular disease
FAC008	4.1671862	6	1.4398205	Neoplasm-related encounters
INJ034	11.2770775	16	1.4188073	Complication of genitourinary device, implant or graft, initial encounter
NEO040	15.6022613	22	1.4100520	Male reproductive system cancers - testis
INJ037	333.3551499	469	1.4069079	Complication of other surgical or medical care, injury, initial encounter
SKN004	15.1085189	21	1.3899443	Non-pressure ulcer of skin
SYM005	324.9022792	450	1.3850318	Dysphagia
CIR026	48.2090124	66	1.3690386	Peripheral and visceral vascular disease
DIG021	245.9034879	336	1.3663897	Gastrointestinal hemorrhage
EXT002	16.9649904	23	1.3557332	External cause codes: drowning/submersion; initial encounter
CIR016	173.5800944	235	1.3538419	Conduction disorders
DIG002	258.0693017	349	1.3523499	Disorders of teeth and gingiva
EXT004	8.9071137	12	1.3472378	External cause codes: fire/burn; initial encounter
MUS022	478.4561800	643	1.3439057	Scoliosis and other postural dorsopathic deformities
END009	1241.4462568	1666	1.3419832	Obesity
INJ041	10.4870896	14	1.3349748	Fracture of the upper limb, subsequent encounter
RSP007	572.1487466	763	1.3335693	Other specified and unspecified upper respiratory disease
MAL005	57.3136231	76	1.3260373	Congenital malformations of eye, ear, face, neck
SKN003	56.5828843	75	1.3254892	Pressure ulcer of skin
INJ031	1008.4195720	1326	1.3149289	Allergic reactions
DIG005	44.2590729	58	1.3104658	Gastroduodenal ulcer
CIR023	7.6628828	10	1.3049919	Occlusion or stenosis of precerebral or cerebral arteries without infarction
DIG024	261.9204928	339	1.2942859	Postprocedural or postoperative digestive system complication
MBD007	1164.9359274	1495	1.2833324	Trauma- and stressor-related disorders
EYE012	88.9921385	114	1.2810120	Other specified eye disorders
FAC025	5042.6508514	6446	1.2782959	Other specified status
MBD009	321.9595743	409	1.2703458	Personality disorders
CIR028	23.0478974	29	1.2582493	Gangrene
CIR022	7.1888900	9	1.2519318	Sequela of hemorrhagic cerebrovascular disease
END008	488.6470241	605	1.2381125	Malnutrition
SKN007	703.8397318	871	1.2374976	Other specified and unspecified skin disorders
END016	964.3777458	1184	1.2277347	Other specified and unspecified nutritional and metabolic disorders
SKN002	531.3656205	644	1.2119715	Other specified inflammatory condition of skin
INJ011	92.5273344	112	1.2104531	Open wounds of head and neck, initial encounter
MBD023	3.3179492	4	1.2055640	Inhalant-related disorders
SYM011	300.5114024	360	1.1979579	Genitourinary signs and symptoms
INJ021	35.1544622	42	1.1947274	Effect of other external causes, initial encounter
MAL008	481.4581341	575	1.1942887	Musculoskeletal congenital conditions
INJ030	291.6042887	348	1.1933981	Drug induced or toxic related condition
NVS020	937.1231627	1118	1.1930129	Other specified nervous system disorders
PNL009	1.6787243	2	1.1913808	Perinatal infections
FAC021	3849.6506034	4574	1.1881598	Personal/family history of disease
SYM007	150.6704449	179	1.1880233	Malaise and fatigue
EXT015	39.1439011	46	1.1751511	External cause codes: poisoning by non-drug
EYE006	124.7588413	146	1.1702577	Neuro-ophthalmology
MUS008	6.0434075	7	1.1582869	Immune-mediated/reactive arthropathies
DIG006	22.6924028	26	1.1457579	Gastrointestinal and biliary perforation
CIR003	125.5488292	143	1.1389991	Nonrheumatic and unspecified valve disorders
INJ023	62.7447901	71	1.1315681	Toxic effects, initial encounter
RSP001	237.6678639	267	1.1234165	Sinusitis
INF004	326.0477617	366	1.1225349	Fungal infections
NVS002	64.2852665	72	1.1200078	Encephalitis
INJ012	113.5607626	127	1.1183440	Open wounds to limbs, initial encounter
INJ073	16.1355031	18	1.1155524	Injury, sequela
MUS004	40.5066303	45	1.1109292	Juvenile arthritis
CIR020	34.3052252	38	1.1077030	Cerebral infarction
PNL006	84.3312098	93	1.1027946	Respiratory perinatal condition
CIR017	213.1387391	235	1.1025682	Cardiac dysrhythmias
NVS013	135.2261811	149	1.1018576	Coma; stupor; and brain damage
DIG015	99.8742220	110	1.1013853	Anal and rectal conditions
CIR031	353.7170884	389	1.0997490	Hypotension
DIG007	212.8424937	234	1.0994045	Gastritis and duodenitis
DIG001	591.7404468	644	1.0883150	Intestinal infection
CIR005	114.5284978	124	1.0827000	Myocarditis and cardiomyopathy
CIR007	635.6637748	687	1.0807600	Essential hypertension
EAR002	76.8855737	83	1.0795263	Diseases of middle ear and mastoid (except otitis media)
RSP009	3723.6080317	4016	1.0785238	Asthma
DIG022	357.1930352	384	1.0750490	Noninfectious gastroenteritis
FAC009	707.0984319	751	1.0620869	Implant, device or graft related encounter
NEO073	173.5208453	184	1.0603913	Benign neoplasms
FAC012	151.4999322	160	1.0561061	Other specified encounters and counseling
EYE004	10.5068393	11	1.0469371	Uveitis and ocular inflammation
SYM017	784.9714905	821	1.0458979	Abnormal findings without diagnosis
GEN016	76.7473258	80	1.0423816	Other specified male genital disorders
EAR005	0.9677352	1	1.0333405	Postprocedural or postoperative ear and/or mastoid process complication
NEO055	0.9677352	1	1.0333405	Endocrine system cancers - pituitary gland
INJ026	32.0340099	33	1.0301551	Other specified injury
DIG003	358.4570159	368	1.0266224	Diseases of mouth; excluding dental
GEN013	27.2743327	28	1.0266062	Inflammatory conditions of male genital organs
NVS010	772.0354385	792	1.0258596	Headache; including migraine
MBD002	2985.8383190	3060	1.0248378	Depressive disorders
NEO072	128.9260275	132	1.0238429	Neoplasms of unspecified nature or uncertain behavior
MUS033	1.9552201	2	1.0229027	Gout
EXT019	52.8304417	54	1.0221380	External cause codes: unspecified mechanism
RSP013	13.7852891	14	1.0155754	Lung disease due to external agents
GEN017	36.5171913	37	1.0132214	Nonmalignant breast conditions
NEO020	1.9749698	2	1.0126737	Gastrointestinal cancers - peritoneum
NEO050	9.8748489	10	1.0126737	Endocrine system cancers - thyroid
MUS026	260.7552606	263	1.0086086	Muscle disorders
MUS009	53.6204296	54	1.0070788	Tendon and synovial disorders
FAC010	248.1747031	248	0.9992960	Other aftercare encounter
GEN007	213.2572373	213	0.9987938	Other specified and unspecified diseases of bladder and urethra
MUS025	91.1448556	91	0.9984107	Other specified connective tissue disease
SYM001	150.6111958	149	0.9893023	Syncope
INJ027	110.2823128	109	0.9883725	Other unspecified injury
MUS023	125.0945862	123	0.9832560	Acquired deformities (excluding foot)
RSP003	250.5051675	246	0.9820157	Influenza
SYM014	360.0172420	353	0.9805086	Skin/Subcutaneous signs and symptoms
BLD006	752.8387322	738	0.9802896	Coagulation and hemorrhagic disorders
INJ056	3.0612032	3	0.9800068	Burns and corrosion, subsequent encounter
INJ035	37.7614223	37	0.9798360	Complication of internal orthopedic device or implant, initial encounter
EXT023	34.9174658	34	0.9737247	External cause codes: intent of injury, undetermined
INJ044	1.0269843	1	0.9737247	Dislocations, subsequent encounter
NEO025	1.0269843	1	0.9737247	Skin cancers - melanoma
MAL002	172.8296058	168	0.9720557	Digestive congenital anomalies
FAC023	226.8450294	220	0.9698251	Organ transplant status
SYM004	1005.9903591	973	0.9672061	Nausea and vomiting
DIG010	117.9254458	114	0.9667125	Abdominal hernia
CIR018	57.9653632	56	0.9660942	Cardiac arrest and ventricular fibrillation
INJ050	1.0467340	1	0.9553526	Open wounds of trunk, subsequent encounter
MAL007	134.1004484	127	0.9470513	Respiratory congenital malformations
SYM006	1097.0562159	1034	0.9425223	Abdominal pain and other digestive/abdomen signs and symptoms
END011	3834.9963275	3613	0.9421130	Fluid and electrolyte disorders
CIR006	87.2344154	82	0.9399960	Pericarditis and pericardial disease
MAL003	263.6584662	247	0.9368180	Genitourinary congenital anomalies
MBD020	115.5949815	108	0.9342966	Sedative-related disorders
SKN005	171.7631222	160	0.9315154	Contact dermatitis
GEN003	251.7691481	234	0.9294229	Chronic kidney disease
MBD012	1520.9044813	1412	0.9283949	Suicidal ideation/attempt/intentional self-harm
CIR015	74.3378627	69	0.9281946	Other and ill-defined heart disease
PNL013	5.5101657	5	0.9074137	Other specified and unspecified perinatal conditions
RSP011	578.6266475	525	0.9073208	Pleurisy, pleural effusion and pulmonary collapse
CIR021	47.5375227	43	0.9045486	Acute hemorrhagic cerebrovascular disease
MBD013	342.2425140	307	0.8970247	Miscellaneous mental and behavioral disorders/conditions
EYE001	156.2201100	140	0.8961714	Cornea and external disease
END014	17.8734765	16	0.8951812	Postprocedural or postoperative endocrine or metabolic complication
CIR009	7.8603797	7	0.8905422	Acute myocardial infarction
EXT012	3.3771983	3	0.8883103	External cause codes: bites; initial encounter
DIG023	30.4540341	27	0.8865821	Noninfectious hepatitis
GEN002	529.3511513	467	0.8822121	Acute and unspecified renal failure
END002	353.4405926	309	0.8742629	Diabetes mellitus without complication
GEN026	18.3474693	16	0.8720549	Postprocedural or postoperative genitourinary system complication
BLD010	49.7889883	43	0.8636448	Other specified and unspecified hematologic conditions
GEN011	87.0764178	75	0.8613124	Vesicoureteral reflux
MUS003	17.4389832	15	0.8601419	Rheumatoid arthritis and related disease
CIR024	43.0740910	37	0.8589850	Other and ill-defined cerebrovascular disease
SYM003	196.0157511	168	0.8570740	Shock
DIG020	337.3445889	289	0.8566908	Pancreatic disorders (excluding diabetes)
MUS006	30.4342844	26	0.8542997	Osteoarthritis
FAC020	202.1974065	172	0.8506538	Lifestyle/life management factors
BLD002	124.7785910	105	0.8414905	Hemolytic anemia
SYM012	1318.3120809	1105	0.8381930	Circulatory signs and symptoms
SKN006	15.5430122	13	0.8363887	Postprocedural or postoperative skin complication
INJ042	17.9524753	15	0.8355394	Fracture of lower limb (except hip), subsequent encounter
NVS015	153.8303965	128	0.8320852	Polyneuropathies
DIG014	37.6626738	31	0.8230961	Hemorrhoids
CIR033	119.6239198	98	0.8192341	Acute phlebitis; thrombophlebitis and thromboembolism
INF009	161.2365332	132	0.8186730	Parasitic, other specified and unspecified infections
BLD007	829.9415525	678	0.8169250	Diseases of white blood cells
GEN009	148.4782284	121	0.8149343	Hematuria
CIR029	11.1388296	9	0.8079844	Aortic; peripheral; and visceral artery aneurysms
MUS028	149.7619588	121	0.8079488	Other specified bone disease and musculoskeletal deformities
SYM009	1.2442310	1	0.8037093	Abnormal findings related to substance use
INJ038	7.4851355	6	0.8015887	Fracture of head and neck, subsequent encounter
DIG018	37.4454271	30	0.8011659	Hepatic failure
NEO069	20.2434403	16	0.7903795	Cancer of other sites
MUS007	103.8439113	82	0.7896467	Other specified joint disorders
RSP006	1346.8701439	1059	0.7862673	Other specified upper respiratory infections
SKN001	1013.5149940	796	0.7853855	Skin and subcutaneous tissue infections
NVS008	226.0155421	176	0.7787075	Paralysis (other than cerebral palsy)
INJ036	122.3098788	95	0.7767157	Complication of transplanted organs or tissue, initial encounter
MUS002	125.0945862	97	0.7754133	Osteomyelitis
CIR014	126.4968147	98	0.7747231	Pulmonary heart disease
INF002	610.7791556	473	0.7744207	Septicemia
MUS011	171.8026216	133	0.7741442	Spondylopathies/spondyloarthropathy (including infective)
NVS021	46.6685360	36	0.7713977	Postprocedural or postoperative nervous system complication
RSP017	143.4025561	110	0.7670714	Postprocedural or postoperative respiratory system complication
CIR019	109.5910733	84	0.7664858	Heart failure
NVS019	407.1795205	312	0.7662468	Nervous system pain and pain syndromes
GEN006	346.7059457	265	0.7643365	Other specified and unspecified diseases of kidney and ureters
CIR001	36.7936871	28	0.7610001	Chronic rheumatic heart disease
RSP016	416.0866342	316	0.7594572	Other specified and unspecified lower respiratory disease
INJ076	1.3232298	1	0.7557267	Complication, sequela
DIG019	229.6494865	173	0.7533220	Other specified and unspecified liver disease
INF003	2434.5057540	1833	0.7529249	Bacterial infections
EYE008	85.2791953	64	0.7504761	Oculofacial plastics and orbital conditions
RSP004	320.5770954	240	0.7486499	Acute and chronic tonsillitis
SYM002	950.3554603	711	0.7481411	Fever
DIG011	289.9650638	216	0.7449173	Regional enteritis and ulcerative colitis
CIR037	125.3315825	93	0.7420316	Vasculitis
MUS010	331.0444353	245	0.7400819	Musculoskeletal pain, not low back pain
EAR001	552.5372966	405	0.7329822	Otitis media
DIG013	8.1961246	6	0.7320533	Diverticulosis and diverticulitis
GEN023	2.7452080	2	0.7285422	Menopausal disorders
END006	93.7123163	68	0.7256250	Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type
CIR036	23.5218901	17	0.7227310	Postthrombotic syndrome and venous insufficiency/hypertension
MUS024	200.8346774	145	0.7219869	Systemic lupus erythematosus and connective tissue disorders
RSP002	1760.6855629	1266	0.7190381	Pneumonia (except that caused by tuberculosis)
INJ007	23.7193871	17	0.7167133	Dislocations, initial encounter
CIR038	40.4868806	29	0.7162814	Postprocedural or postoperative circulatory system complication
EXT014	571.3982581	409	0.7157880	External cause codes: poisoning by drug
INJ022	571.3982581	409	0.7157880	Poisoning by drugs, initial encounter
END012	173.4023471	124	0.7150999	Cystic fibrosis
FAC022	281.6109416	201	0.7137507	Acquired absence of limb or organ
SYM013	1566.3682858	1101	0.7028998	Respiratory signs and symptoms
CIR004	28.4593146	20	0.7027576	Endocarditis and endocardial disease
FAC006	647.5530929	453	0.6995565	Encounter for antineoplastic therapies
PNL004	1.4417279	1	0.6936121	Neonatal cerebral disorders
RSP008	115.5949815	80	0.6920716	Chronic obstructive pulmonary disease and bronchiectasis
EAR003	5.7866615	4	0.6912449	Diseases of inner ear and related conditions
NVS017	84.1139631	57	0.6776521	Nerve and nerve root disorders
BLD001	535.3748092	362	0.6761618	Nutritional anemia
FAC017	210.7292760	142	0.6738504	No immunization or underimmunization
NEO011	7.4653858	5	0.6697578	Cardiac cancers
NVS014	17.9722250	12	0.6676970	CNS abscess
MUS036	1.5009770	1	0.6662327	Autoinflammatory syndromes
PNL002	4.5226808	3	0.6633234	Short gestation; low birth weight; and fetal growth retardation
GEN005	110.4995594	73	0.6606361	Calculus of urinary tract
INF008	2376.3428938	1567	0.6594166	Viral infection
INF005	3.0612032	2	0.6533379	Foodborne intoxications
INJ025	29.1900534	19	0.6509067	Injury to nerves, muscles and tendons, initial encounter
CIR039	152.2109213	99	0.6504132	Other specified diseases of veins and lymphatics
MUS005	3.1007026	2	0.6450151	Other specified chronic arthropathy
NVS012	4.6806784	3	0.6409327	Transient cerebral ischemia
INJ046	3.1599517	2	0.6329211	Spinal cord injury (SCI), subsequent encounter
CIR011	25.3388623	16	0.6314411	Coronary atherosclerosis and other heart disease
CIR032	39.7956412	25	0.6282095	Other specified and unspecified circulatory disease
GEN001	136.2136660	85	0.6240196	Nephritis; nephrosis; renal sclerosis
INJ008	251.3544045	156	0.6206376	Traumatic brain injury (TBI); concussion, initial encounter
INJ039	8.1566252	5	0.6129986	Fracture of the spine and back, subsequent encounter
FAC014	51.1714671	31	0.6058064	Medical examination/evaluation
CIR034	13.2322976	8	0.6045813	Chronic phlebitis; thrombophlebitis and thromboembolism
END003	868.2164670	524	0.6035361	Diabetes mellitus with complication
INJ043	1.6589746	1	0.6027820	Fracture of the neck of the femur (hip), subsequent encounter
EXT021	448.6143866	270	0.6018532	External cause codes: intent of injury, self-harm
NEO002	3.3376989	2	0.5992152	Head and neck cancers - lip and oral cavity
INJ001	185.8249070	111	0.5973365	Fracture of head and neck, initial encounter
END004	835.4912176	498	0.5960565	Diabetes mellitus, Type 1
GEN021	143.6988015	85	0.5915150	Menstrual disorders
INJ018	8.4923701	5	0.5887638	Crushing injury, initial encounter
INJ009	10.2500932	6	0.5853605	Spinal cord injury (SCI), initial encounter
NEO074	409.2334890	238	0.5815751	Conditions due to neoplasm or the treatment of neoplasm
NVS001	98.1757480	57	0.5805915	Meningitis
INJ014	12.0670654	7	0.5800913	Amputation of a limb, initial encounter
GEN024	3.4561971	2	0.5786707	Female infertility
NEO064	19.0979578	11	0.5759778	Leukemia - all other types
MUS015	1.7379734	1	0.5753828	Pathological fracture, subsequent encounter
NEO048	159.5973083	91	0.5701851	Nervous system cancers - brain
MAL006	71.9481492	41	0.5698548	Cleft lip or palate
DIG016	603.4520177	342	0.5667393	Peritonitis and intra-abdominal abscess
INJ019	134.8904363	76	0.5634202	Burn and corrosion, initial encounter
GEN004	1115.7591798	622	0.5574680	Urinary tract infections
NEO024	61.7178058	34	0.5508945	Sarcoma
MUS029	112.6522765	62	0.5503662	Disorders of jaw
NEO070	240.5908191	132	0.5486494	Secondary malignancies
GEN010	51.1912168	28	0.5469688	Proteinuria
RSP012	1329.1349153	718	0.5402010	Respiratory failure; insufficiency; arrest
RSP014	145.1405295	77	0.5305203	Pneumothorax
INJ047	3.8314414	2	0.5219968	Internal organ injury, subsequent encounter
INJ024	23.1861453	12	0.5175505	Sprains and strains, initial encounter
MUS037	15.4837631	8	0.5166703	Postprocedural or postoperative musculoskeletal system complication
NEO023	211.4205154	109	0.5155602	Bone cancer
RSP015	7.8998791	4	0.5063369	Mediastinal disorders
INJ005	336.1596070	169	0.5027374	Fracture of the lower limb (except hip), initial encounter
INJ013	41.9088588	21	0.5010874	Open wounds of trunk, initial encounter
NEO045	39.9733884	20	0.5003329	Urinary system cancers - kidney
BLD003	1642.0293782	812	0.4945100	Aplastic anemia
NEO057	50.8159726	25	0.4919713	Hodgkin lymphoma
INJ004	267.7269040	130	0.4855694	Fracture of the upper limb, initial encounter
MUS012	4.1474365	2	0.4822256	Biomechanical lesions
MUS001	60.9870669	29	0.4755107	Infective arthritis
INJ045	17.0242395	8	0.4699182	Traumatic brain injury (TBI); concussion, subsequent encounter
NEO059	427.5809583	195	0.4560540	Leukemia - acute lymphoblastic leukemia (ALL)
NEO033	11.1190799	5	0.4496775	Female reproductive system cancers - ovary
DIG009	887.9859145	398	0.4482053	Appendicitis and other appendiceal conditions
NEO060	69.8151819	31	0.4440295	Leukemia - acute myeloid leukemia (AML)
NEO058	107.4383563	47	0.4374602	Non-Hodgkin lymphoma
FAC016	1033.1856931	442	0.4278031	Exposure, encounters, screening or contact with infectious disease
INJ003	67.8599618	29	0.4273507	Fracture of torso, initial encounter
MUS030	42.7185964	18	0.4213622	Aseptic necrosis and osteonecrosis
FAC015	49.8877368	21	0.4209451	Resistance to antimicrobial drugs
NEO066	2.4489625	1	0.4083362	Malignant neuroendocrine tumors
CIR008	510.6679372	207	0.4053515	Hypertension with complications and secondary hypertension
GEN025	204.2316254	82	0.4015049	Other specified female genital disorders
MBD026	27.6100776	11	0.3984053	Mental and substance use disorders in remission
INJ002	97.3857601	38	0.3902008	Fracture of the spine and back, initial encounter
MUS038	113.4620141	43	0.3789815	Low back pain
NEO056	87.5899099	33	0.3767557	Endocrine system cancers - all other types
CIR012	134.4559429	50	0.3718690	Nonspecific chest pain
DIG017	342.0252673	124	0.3625463	Biliary tract disease
NVS005	19.4929518	7	0.3591042	Multiple sclerosis
INJ016	19.6509494	7	0.3562169	Injury to blood vessels, initial encounter
INF007	60.4340754	21	0.3474861	Hepatitis
BLD004	520.4045382	175	0.3362769	Acute posthemorrhagic anemia
FAC004	5.9644087	2	0.3353224	Encounter for prophylactic or other procedures
INJ010	206.3645928	68	0.3295139	Internal organ injury, initial encounter
MBD019	1131.6181871	363	0.3207796	Cannabis-related disorders
MBD024	973.5021062	304	0.3122746	Tobacco-related disorders
MBD021	271.6965933	81	0.2981267	Stimulant-related disorders
MBD018	233.1451831	69	0.2959529	Opioid-related disorders
INF001	10.1513447	3	0.2955274	Tuberculosis
BLD005	608.0734470	170	0.2795715	Sickle cell trait/anemia
NEO049	18.0907232	5	0.2763847	Nervous system cancers - all other types
CIR030	15.4245140	4	0.2593275	Aortic and peripheral arterial embolism or thrombosis
NEO022	7.8011306	2	0.2563731	Respiratory cancers
CIR013	48.8410028	12	0.2456952	Acute pulmonary embolism
MBD017	334.9746251	79	0.2358388	Alcohol-related disorders
RSP005	814.2800422	185	0.2271946	Acute bronchitis
GEN018	217.7996678	49	0.2249774	Inflammatory diseases of female pelvic organs
GEN022	109.8083200	24	0.2185627	Benign ovarian cyst
NEO062	4.7794269	1	0.2092301	Leukemia - chronic myeloid leukemia (CML)
MBD025	308.4507809	63	0.2042465	Other specified substance-related disorders
NEO001	11.8695684	2	0.1684981	Head and neck cancers - eye
FAC013	42.3631019	7	0.1652381	Contraceptive and procreative management
MBD022	35.3519591	5	0.1414349	Hallucinogen-related disorders
INF006	21.5074210	3	0.1394867	HIV infection
CIR027	7.3863870	1	0.1353842	Arterial dissections
NEO017	31.3230208	4	0.1277016	Gastrointestinal cancers - liver
GEN019	14.1605334	1	0.0706188	Endometriosis
FAC024	811.7718305	50	0.0615937	Carrier status
PRG017	38.8871551	1	0.0257154	Maternal care for abnormality of pelvic organs
PRG028	855.7544076	22	0.0257083	Other specified complications in pregnancy
PRG021	41.0596218	1	0.0243548	Maternal intrauterine infection
PRG008	365.7051550	8	0.0218755	Supervision of high-risk pregnancy
PRG013	253.2701252	5	0.0197418	Maternal care related to fetal conditions
INF010	163.4090000	3	0.0183588	Sexually transmitted infections (excluding HIV and hepatitis)
PRG014	109.3738267	2	0.0182859	Polyhydramnios and other problems of amniotic cavity
PRG024	1140.8017966	17	0.0149018	Malposition, disproportion or other labor complications
PRG020	625.5124301	9	0.0143882	Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium
PRG023	2990.9534907	42	0.0140423	Complications specified during childbirth
PRG027	576.9084238	7	0.0121336	Complications specified during the puerperium
PRG018	87.2146657	1	0.0114660	Maternal care related to disorders of the placenta and placental implantation
PRG010	269.9783695	3	0.0111120	Hemorrhage after first trimester
PRG026	2234.4610645	20	0.0089507	OB-related trauma to perineum and vulva
PRG030	4714.3911235	42	0.0089089	Maternal outcome of delivery
PRG002	4892.4148999	43	0.0087891	Gestational weeks
PRG011	471.2870397	4	0.0084874	Early or threatened labor
PRG022	744.6426075	5	0.0067146	Prolonged pregnancy
PRG019	153.1391571	1	0.0065300	Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
PRG029	557.7907162	3	0.0053784	Uncomplicated pregnancy, delivery or puerperium
CIR035	0.9479855	NA	NA	Varicose veins of lower extremity
END017	0.8097376	NA	NA	Sequela of malnutrition and other nutritional deficiencies
EXT001	0.0000000	NA	NA	External cause codes: cut/pierce; initial encounter
EXT003	0.0000000	NA	NA	External cause codes: fall; initial encounter
EXT005	0.0000000	NA	NA	External cause codes: firearm; initial encounter
EXT006	0.0000000	NA	NA	External cause codes: machinery; initial encounter
EXT007	0.0000000	NA	NA	External cause codes: motor vehicle traffic (MVT); initial encounter
EXT008	0.0000000	NA	NA	External cause codes: pedal cyclist; not MVT; initial encounter
EXT009	0.0000000	NA	NA	External cause codes: pedestrian; not MVT; initial encounter
EXT010	0.0000000	NA	NA	External cause codes: transport; not MVT; initial encounter
EXT013	0.2567461	NA	NA	External cause codes: overexertion; initial encounter
EXT016	0.0000000	NA	NA	External cause codes: struck by; against; initial encounter
EXT024	0.0000000	NA	NA	External cause codes: intent of injury, legal intervention/war
EXT025	0.0000000	NA	NA	External cause codes: complications of medical and surgical care, initial encounter
EXT026	0.0000000	NA	NA	External cause codes: activity codes
EXT027	0.0000000	NA	NA	External cause codes: place of occurrence of the external cause
EXT028	0.0000000	NA	NA	External cause codes: evidence of alcohol involvement
EXT029	0.0000000	NA	NA	External cause codes: subsequent encounter
EXT030	0.0000000	NA	NA	External cause codes: sequela
EYE011	0.4937424	NA	NA	Postprocedural or postoperative eye complication
FAC001	1.0072346	NA	NA	Encounter for administrative purposes
FAC018	0.1184982	NA	NA	Screening for neurocognitive or neurodevelopmental condition
GEN012	0.2369964	NA	NA	Hyperplasia of prostate
GEN014	0.4739927	NA	NA	Erectile dysfunction
GEN015	0.1382479	NA	NA	Male infertility
GEN020	1.1454825	NA	NA	Prolapse of female genital organs
INF012	0.0000000	NA	NA	COVID-19
INJ040	6.2804039	NA	NA	Fracture of torso, subsequent encounter
INJ051	0.3357449	NA	NA	Amputation of a limb, subsequent encounter
INJ052	0.0592491	NA	NA	Amputation of other body parts, subsequent encounter
INJ053	0.2567461	NA	NA	Injury to blood vessels, subsequent encounter
INJ055	0.0987485	NA	NA	Crushing injury, subsequent encounter
INJ058	0.2172467	NA	NA	Effect of other external causes, subsequent encounter
INJ062	1.1059831	NA	NA	Injury to nerves, muscles and tendons, subsequent encounter
INJ067	0.1382479	NA	NA	Allergic reactions, subsequent encounter
INJ070	0.0789988	NA	NA	Complication of genitourinary device, implant or graft, subsequent encounter
INJ071	1.1849819	NA	NA	Complication of internal orthopedic device or implant, subsequent encounter
MBD014	3007.7999830	NA	NA	Neurodevelopmental disorders
MBD029	0.2567461	NA	NA	Stimulant-related disorders; subsequent encounter
MBD030	0.0394994	NA	NA	Cannabis-related disorders; subsequent encounter
MBD031	0.0000000	NA	NA	Hallucinogen-related disorders; subsequent encounter
MBD033	0.0000000	NA	NA	Inhalant-related disorders; subsequent encounter
MUS018	0.0197497	NA	NA	Atypical fracture, initial encounter
MUS019	0.0000000	NA	NA	Atypical fracture, subsequent encounter
MUS032	0.5332418	NA	NA	Neurogenic/neuropathic arthropathy
MUS034	0.0592491	NA	NA	Crystal arthropathies (excluding gout)
MUS035	0.1579976	NA	NA	Osteomalacia
NEO004	0.8689867	NA	NA	Head and neck cancers - salivary gland
NEO005	5.2731693	NA	NA	Head and neck cancers - nasopharyngeal
NEO008	0.2567461	NA	NA	Head and neck cancers - laryngeal
NEO009	0.0987485	NA	NA	Head and neck cancers - tonsils
NEO010	7.2678888	NA	NA	Head and neck cancers - all other types
NEO012	0.1777473	NA	NA	Gastrointestinal cancers - esophagus
NEO013	1.2244813	NA	NA	Gastrointestinal cancers - stomach
NEO014	0.3554946	NA	NA	Gastrointestinal cancers - small intestine
NEO016	0.0197497	NA	NA	Gastrointestinal cancers - anus
NEO018	0.5727412	NA	NA	Gastrointestinal cancers - bile duct
NEO019	0.0789988	NA	NA	Gastrointestinal cancers - gallbladder
NEO021	11.1585793	NA	NA	Gastrointestinal cancers - all other types
NEO026	0.0789988	NA	NA	Skin cancers - basal cell carcinoma
NEO027	0.0789988	NA	NA	Skin cancers - squamous cell carcinoma
NEO028	1.5404764	NA	NA	Skin cancers - all other types
NEO029	0.0197497	NA	NA	Breast cancer - ductal carcinoma in situ (DCIS)
NEO030	0.5134921	NA	NA	Breast cancer - all other types
NEO031	0.3159952	NA	NA	Female reproductive system cancers - uterus
NEO032	0.6122406	NA	NA	Female reproductive system cancers - cervix
NEO034	0.0394994	NA	NA	Female reproductive system cancers - fallopian tube
NEO035	0.1974970	NA	NA	Female reproductive system cancers - endometrium
NEO036	0.3752443	NA	NA	Female reproductive system cancers - vulva
NEO037	1.2837304	NA	NA	Female reproductive system cancers - vagina
NEO038	0.4147437	NA	NA	Female reproductive system cancers - all other types
NEO039	2.2909650	NA	NA	Male reproductive system cancers - prostate
NEO041	0.0592491	NA	NA	Male reproductive system cancers - penis
NEO042	0.4147437	NA	NA	Male reproductive system cancers - all other types
NEO044	0.7504885	NA	NA	Urinary system cancers - ureter and renal pelvis
NEO046	0.0197497	NA	NA	Urinary system cancers - urethra
NEO047	0.0394994	NA	NA	Urinary system cancers - all other types
NEO051	2.4292128	NA	NA	Endocrine system cancers - pancreas
NEO052	0.6912394	NA	NA	Endocrine system cancers - thymus
NEO053	1.1059831	NA	NA	Endocrine system cancers - adrenocortical
NEO054	0.0394994	NA	NA	Endocrine system cancers - parathyroid
NEO061	0.4937424	NA	NA	Leukemia - chronic lymphocytic leukemia (CLL)
NEO063	0.0000000	NA	NA	Leukemia - hairy cell
NEO067	0.2567461	NA	NA	Mesothelioma
NVS003	1.0862334	NA	NA	Other specified CNS infection and poliomyelitis
PNL001	0.0000000	NA	NA	Liveborn
PNL003	0.1777473	NA	NA	Neonatal acidemia and hypoxia
PNL005	0.0987485	NA	NA	Respiratory distress syndrome
PNL007	0.2567461	NA	NA	Hemolytic jaundice and perinatal jaundice
PNL008	0.3357449	NA	NA	Birth trauma
PNL011	0.2172467	NA	NA	Hemorrhagic and hematologic disorders of newborn
PNL012	0.3752443	NA	NA	Neonatal digestive and feeding disorders
PRG001	2.4094631	NA	NA	Antenatal screening
PRG003	16.7872432	NA	NA	Spontaneous abortion and complications of spontaneous abortion
PRG004	3.3179492	NA	NA	Induced abortion and complications of termination of pregnancy
PRG005	10.0920956	NA	NA	Ectopic pregnancy and complications of ectopic pregnancy
PRG006	14.0222855	NA	NA	Molar pregnancy and other abnormal products of conception
PRG007	2.6859589	NA	NA	Complications following ectopic and/or molar pregnancy
PRG009	6.1619057	NA	NA	Early, first or unspecified trimester hemorrhage
PRG012	48.0115155	NA	NA	Multiple gestation
PRG015	29.6837959	NA	NA	Obstetric history affecting care in pregnancy
PRG016	210.4922796	NA	NA	Previous C-section
PRG025	5.0756723	NA	NA	Anesthesia complications during pregnancy

Age-specific SMRs

21 by Age

The following plot shows age-specific SMRs (among 21 categories) for each age group. Note the SMRs shown in the plots are all > 1. If there is no column corresponding to an x-axis value, that means its SMR is <= 1.

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   age = col_character(),
##   sex_count = col_double()
## )

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   AGE = col_character(),
##   count = col_double()
## )

## Joining, by = c("DXCCSR_cat", "age")

## Warning: Column `age` joining character vector and factor, coercing into
## character vector

## Joining, by = c("DXCCSR_cat", "age")

## Warning: Column `age` joining character vector and factor, coercing into
## character vector

DXCCSR_cat	1~4	10~14	15~20	5~9	description
BLD	0.7635002	0.6385075	0.6538164	0.6838540	Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
CIR	0.7704927	0.8077446	1.0162895	0.8587996	Diseases of the Circulatory System
DIG	1.2539917	0.9653138	1.4477992	1.0853030	Diseases of the Digestive System
EAR	0.8148339	1.3981069	3.0480584	1.0983413	Diseases of the Ear and Mastoid Process
END	1.0443184	0.9802444	1.3198890	1.0475085	Endocrine, Nutritional and Metabolic Diseases
EXT	1.0979352	0.7574428	1.0784526	2.6078846	External Causes of Morbidity
EYE	1.0812640	1.0673732	2.1506091	1.0470013	Diseases of the Eye and Adnexa
FAC	0.9888569	1.0487924	1.1142394	1.0963660	Factors Influencing Health Status and Contact with Health Services
GEN	0.7445760	0.8789374	0.8163853	0.8549003	Diseases of the Genitourinary System
INF	0.6897372	0.7386006	0.9017475	0.7206076	Certain Infectious and Parasitic Diseases
INJ	1.0661485	0.7837444	1.1495077	0.9024305	Injury, Poisoning and Certain Other Consequences of External Causes
MAL	1.0479043	1.5574016	3.1267141	1.4110900	Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD	0.7038974	1.3198003	1.7025091	1.2915892	Mental, Behavioral and Neurodevelopmental Disorders
MUS	1.0074190	0.6749256	1.1346611	0.7105900	Diseases of the Musculoskeletal System and Connective Tissue
NEO	0.5306626	0.4568049	0.9175882	0.4811453	Neoplasms
NVS	2.0372254	1.6086154	2.5254285	1.7571540	Diseases of the Nervous System
PNL	0.9452248	3.2068484	9.8516629	2.5063982	Certain Conditions Originating in the Perinatal Period
PRG	NA	NA	0.0160819	NA	Pregnancy, Childbirth and the Puerperium
RSP	0.7719013	0.8939451	1.3031667	0.8060453	Diseases of the Respiratory System
SKN	0.8687370	0.8115615	1.6148740	0.8221543	Diseases of the Skin and Subcutaneous Tissue
SYM	1.1265696	1.1649684	1.6918928	1.1642084	Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified

## Warning: Removed 3 rows containing missing values (geom_path).

## Warning: Removed 3 rows containing missing values (position_stack).

540 by age

The following plot shows top 30 age-specific SMRs (among 540 categories) for each age group. Note the SMRs shown in the plots are all > 1.

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_sub = col_character(),
##   age = col_character(),
##   sex_count = col_double()
## )

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   AGE = col_character(),
##   count = col_double()
## )

## Joining, by = c("DXCCSR", "age")Joining, by = c("DXCCSR", "age")

DXCCSR	1~4	10~14	15~20	5~9	description
BLD001	0.9423727	0.6818705	0.6797649	0.9984504	Nutritional anemia
BLD002	0.7418960	0.7008646	0.8891322	0.7708688	Hemolytic anemia
BLD003	0.5117560	0.6072995	0.4800132	0.5013053	Aplastic anemia
BLD004	0.5942479	0.4144011	0.3378788	0.6711887	Acute posthemorrhagic anemia
BLD005	0.5568517	0.1282406	0.2117490	0.3845621	Sickle cell trait/anemia
BLD006	0.7344572	0.8417861	1.1943152	0.8520978	Coagulation and hemorrhagic disorders
BLD007	0.8400752	0.6654932	0.9928755	0.6976678	Diseases of white blood cells
BLD008	1.0041348	1.3697251	2.3634510	0.9260322	Immunity disorders
BLD009	NA	NA	5.0292964	NA	Postprocedural or postoperative complications of the spleen
BLD010	0.4157701	0.6897662	1.3245553	0.5783724	Other specified and unspecified hematologic conditions
CIR001	0.3886730	0.6967540	0.6966703	1.0275113	Chronic rheumatic heart disease
CIR002	4.7709617	0.9899713	3.9704972	NA	Acute rheumatic heart disease
CIR003	0.7072854	0.8475870	1.4422680	1.1405077	Nonrheumatic and unspecified valve disorders
CIR004	1.2500336	0.3616333	0.6512758	0.8726996	Endocarditis and endocardial disease
CIR005	0.7726254	0.9093682	1.4216269	1.0018235	Myocarditis and cardiomyopathy
CIR006	0.9501204	1.1119243	1.0502707	0.5440938	Pericarditis and pericardial disease
CIR007	0.7942148	0.9487308	1.3708540	0.9559210	Essential hypertension
CIR008	0.9585056	0.8343356	0.2390130	0.7208309	Hypertension with complications and secondary hypertension
CIR009	15.9032056	2.1999362	0.6003139	18.7007060	Acute myocardial infarction
CIR010	NA	8.7997448	NA	NA	Complications of acute myocardial infarction
CIR011	1.3631319	0.2062440	0.7637289	0.8905098	Coronary atherosclerosis and other heart disease
CIR012	1.1095260	0.3069678	0.3964879	0.4626979	Nonspecific chest pain
CIR013	NA	0.3473583	0.2875253	0.4065371	Acute pulmonary embolism
CIR014	0.6845422	0.8133269	0.9960733	0.9150193	Pulmonary heart disease
CIR015	0.5483864	0.6356756	1.3461314	0.9224564	Other and ill-defined heart disease
CIR016	1.2536834	0.9938856	1.5080875	1.3811218	Conduction disorders
CIR017	0.5132826	0.6772508	1.7866535	0.8673404	Cardiac dysrhythmias
CIR018	0.5143894	0.6199429	1.5572363	0.9750368	Cardiac arrest and ventricular fibrillation
CIR019	0.5793518	0.8380709	0.9119399	0.7791961	Heart failure
CIR020	NA	1.1519666	2.0068535	0.4202406	Cerebral infarction
CIR021	1.1336939	0.3923453	1.3386958	0.7709593	Acute hemorrhagic cerebrovascular disease
CIR022	NA	0.8999739	1.6641054	1.1072786	Sequela of hemorrhagic cerebrovascular disease
CIR023	2.2718865	0.6438838	1.5798837	1.1527832	Occlusion or stenosis of precerebral or cerebral arteries without infarction
CIR024	1.1683988	0.4704814	1.0273855	0.7656617	Other and ill-defined cerebrovascular disease
CIR025	1.1636492	1.0639490	2.5146482	0.7048005	Sequela of cerebral infarction and other cerebrovascular disease
CIR026	0.3495210	0.9677927	1.7507044	1.5400581	Peripheral and visceral vascular disease
CIR027	NA	NA	0.2646998	NA	Arterial dissections
CIR028	0.9605963	1.2571064	1.3842100	1.0063160	Gangrene
CIR029	NA	0.7764481	0.8267337	1.0018235	Aortic; peripheral; and visceral artery aneurysms
CIR030	0.6626336	0.2046452	0.3525208	NA	Aortic and peripheral arterial embolism or thrombosis
CIR031	0.6770523	0.8010322	1.3300536	1.1895999	Hypotension
CIR032	0.9116487	0.7316185	0.4195742	0.3800957	Other specified and unspecified circulatory disease
CIR033	0.7875040	0.7189334	0.8285713	1.1926471	Acute phlebitis; thrombophlebitis and thromboembolism
CIR034	0.8370108	0.2901015	0.5803034	1.1220424	Chronic phlebitis; thrombophlebitis and thromboembolism
CIR036	0.6382557	0.4770946	0.4278229	1.2815205	Postthrombotic syndrome and venous insufficiency/hypertension
CIR037	0.7937224	0.3611386	1.1430219	0.6879858	Vasculitis
CIR038	0.7770296	0.5360251	1.2925762	0.3506382	Postprocedural or postoperative circulatory system complication
CIR039	0.4539450	0.4252665	1.0048287	0.5090187	Other specified diseases of veins and lymphatics
DIG001	1.1109403	0.9171103	1.3093758	1.0207876	Intestinal infection
DIG002	1.6195008	1.4190115	1.2799234	1.0100218	Disorders of teeth and gingiva
DIG003	0.8460652	0.8420311	1.5664567	0.7387871	Diseases of mouth; excluding dental
DIG004	1.4568269	1.4290108	2.1468318	1.7549477	Esophageal disorders
DIG005	2.1851733	1.0481086	1.5635118	1.2046467	Gastroduodenal ulcer
DIG006	1.0602137	0.9484755	1.5262316	1.0200385	Gastrointestinal and biliary perforation
DIG007	1.6060663	0.7788413	1.3260840	0.8714086	Gastritis and duodenitis
DIG008	1.8857556	1.5673365	2.0982137	2.0997008	Other specified and unspecified disorders of stomach and duodenum
DIG009	0.6757232	0.2709808	0.4248514	0.3344643	Appendicitis and other appendiceal conditions
DIG010	0.7056890	0.8593501	1.5528910	0.7960005	Abdominal hernia
DIG011	2.5513164	0.4846083	0.9603533	0.5843971	Regional enteritis and ulcerative colitis
DIG012	1.1328978	1.2257401	1.9633148	1.2542922	Intestinal obstruction and ileus
DIG013	NA	3.1679081	NA	NA	Diverticulosis and diverticulitis
DIG014	1.4457460	1.0559694	0.9010684	0.7720475	Hemorrhoids
DIG015	0.8886541	0.9834406	1.1748078	1.2234107	Anal and rectal conditions
DIG016	0.7211347	0.3266684	0.6579021	0.4034051	Peritonitis and intra-abdominal abscess
DIG017	0.7165399	0.3186318	0.3912305	0.6316513	Biliary tract disease
DIG018	0.9400910	0.3118020	1.2046219	0.8391342	Hepatic failure
DIG019	0.3860001	0.6878383	0.9931688	0.5225430	Other specified and unspecified liver disease
DIG020	0.7981163	0.6959988	0.9099874	0.7754821	Pancreatic disorders (excluding diabetes)
DIG021	1.0073048	1.0046220	1.7613780	1.1860611	Gastrointestinal hemorrhage
DIG022	1.3332916	0.8703044	1.0743374	1.0753326	Noninfectious gastroenteritis
DIG023	NA	0.5703538	1.2089655	0.7706335	Noninfectious hepatitis
DIG024	0.6375450	1.1612204	1.9541893	1.1687941	Postprocedural or postoperative digestive system complication
DIG025	1.7845311	1.5278040	2.4262499	1.5787353	Other specified and unspecified gastrointestinal disorders
EAR001	0.6369539	1.2632089	3.5383103	1.0172442	Otitis media
EAR002	1.3879161	0.6715227	1.8792745	0.7732706	Diseases of middle ear and mastoid (except otitis media)
EAR003	NA	0.8122841	1.0700631	NA	Diseases of inner ear and related conditions
EAR004	1.5656247	1.5778603	3.2832702	1.2962222	Hearing loss
EAR005	NA	NA	NA	2.3375883	Postprocedural or postoperative ear and/or mastoid process complication
EAR006	1.8740275	1.0815740	2.6108369	1.2560176	Other specified and unspecified disorders of the ear
END001	1.1151992	1.5824470	2.4639363	1.3777771	Thyroid disorders
END002	0.5908312	0.8701802	1.0484982	0.9935440	Diabetes mellitus without complication
END003	0.8711745	0.4526417	0.6071471	0.6439527	Diabetes mellitus with complication
END004	0.9006286	0.4463820	0.5689295	0.6436837	Diabetes mellitus, Type 1
END005	NA	1.0882882	2.1900635	1.1220424	Diabetes mellitus, Type 2
END006	NA	0.4504135	0.8835250	1.1600062	Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type
END007	1.0207639	1.1262243	2.1039214	1.3845538	Nutritional deficiencies
END008	1.1307325	0.9044819	1.5735325	1.1186478	Malnutrition
END009	2.5881020	1.2280798	1.4388768	1.3836558	Obesity
END010	0.3038829	1.5911867	2.2838398	1.0085774	Disorders of lipid metabolism
END011	1.0047947	0.8399847	1.0416799	0.9812708	Fluid and electrolyte disorders
END012	1.1009912	0.5331926	0.8366982	0.4440292	Cystic fibrosis
END013	0.7120838	1.2704021	2.7551304	1.2157247	Pituitary disorders
END014	3.2903184	0.8799745	1.0234033	NA	Postprocedural or postoperative endocrine or metabolic complication
END015	1.3637961	1.1273096	1.7548974	1.5452964	Other specified and unspecified endocrine disorders
END016	1.0322568	1.0232471	1.4779619	0.9861990	Other specified and unspecified nutritional and metabolic disorders
EXT002	0.9001814	1.7367917	2.4734245	1.6070919	External cause codes: drowning/submersion; initial encounter
EXT004	0.6196054	1.5760737	1.4507586	3.8251444	External cause codes: fire/burn; initial encounter
EXT011	NA	NA	6.8581315	9.3503530	External cause codes: natural/environment; initial encounter
EXT012	NA	0.5866497	NA	1.1449412	External cause codes: bites; initial encounter
EXT014	1.0594542	0.5005394	0.7826342	3.8179135	External cause codes: poisoning by drug
EXT015	1.8379307	1.2877675	1.1583792	2.0036471	External cause codes: poisoning by non-drug
EXT017	0.9736656	1.7599490	1.4833599	1.8546155	External cause codes: suffocation/inhalation; initial encounter
EXT018	1.0983509	2.3908741	7.4970878	2.3410720	External cause codes: other specified, classifiable and NEC; initial encounter
EXT019	95.4192334	0.6545265	1.4052446	NA	External cause codes: unspecified mechanism
EXT020	1.1256185	1.7052137	1.8050913	2.7271863	External cause codes: intent of injury, accidental/unintentional
EXT021	23.8548084	0.4250529	0.8069508	0.7791961	External cause codes: intent of injury, self-harm
EXT022	1.0020690	2.5383879	5.5652050	3.5404249	External cause codes: intent of injury, assault
EXT023	0.9769887	1.1820553	0.5971460	1.6352635	External cause codes: intent of injury, undetermined
EYE001	0.8432144	0.7678135	1.5642962	0.7101534	Cornea and external disease
EYE002	1.1225792	1.7031764	5.1670853	0.8765956	Cataract and other lens disorders
EYE003	0.9087546	3.1758477	3.0734589	0.5968310	Glaucoma
EYE004	NA	0.7707806	1.3006801	0.8765956	Uveitis and ocular inflammation
EYE005	1.0150982	1.2983230	3.5033798	1.2196113	Retinal and vitreous conditions
EYE006	0.7669329	0.9929673	1.3227738	0.8471150	Neuro-ophthalmology
EYE007	1.9257788	1.2644493	3.0140319	1.0408085	Strabismus
EYE008	0.4925772	0.3458415	1.7302625	0.5973394	Oculofacial plastics and orbital conditions
EYE009	2.3202245	1.5456226	2.7185386	1.8328817	Refractive error
EYE010	1.4058082	1.1241191	2.0730261	1.2051396	Blindness and vision defects
EYE012	0.8206502	0.7448060	2.1615887	1.1554212	Other specified eye disorders
FAC002	NA	0.4399872	2.9015172	1.2196113	Encounter for mental health services related to abuse
FAC003	6.5408345	1.1845810	1.3081985	5.7604853	Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)
FAC004	NA	0.5279847	0.4360662	NA	Encounter for prophylactic or other procedures
FAC005	47.7096167	NA	NA	NA	Encounter for prophylactic measures (excludes immunization)
FAC006	0.3274843	0.4875592	1.2891500	0.4369916	Encounter for antineoplastic therapies
FAC007	NA	1.7941227	2.3212137	NA	Encounter for mental health conditions
FAC008	NA	1.2278714	1.4648436	1.6029177	Neoplasm-related encounters
FAC009	0.7981926	0.8362227	1.3880355	0.8152276	Implant, device or graft related encounter
FAC010	0.4962949	0.8830326	1.4015126	0.8847735	Other aftercare encounter
FAC011	NA	3.7713192	NA	NA	Counseling related to sexual behavior or orientation
FAC012	0.7407280	0.8718171	1.3519614	0.7607067	Other specified encounters and counseling
FAC013	NA	0.6947167	0.2161589	NA	Contraceptive and procreative management
FAC014	NA	0.3807582	0.9472990	0.6086029	Medical examination/evaluation
FAC015	0.6874585	0.6392066	0.4051528	0.0574817	Resistance to antimicrobial drugs
FAC016	0.7031788	0.7678931	0.3234804	0.8218684	Exposure, encounters, screening or contact with infectious disease
FAC017	0.5388380	1.3831034	0.6084718	0.9592933	No immunization or underimmunization
FAC019	1.5760919	1.3775458	1.9813586	2.4290837	Socioeconomic/psychosocial factors
FAC020	5.9637021	0.9842927	0.7613310	5.8308381	Lifestyle/life management factors
FAC021	0.9986766	1.0356073	1.2938993	1.1265209	Personal/family history of disease
FAC022	0.7565450	0.5833539	0.7124610	0.7275865	Acquired absence of limb or organ
FAC023	0.7821249	0.7476106	1.0655903	0.8476147	Organ transplant status
FAC024	1.5180333	0.8843965	0.0190096	0.9571227	Carrier status
FAC025	1.0157030	1.1119776	1.4718861	1.1405111	Other specified status
GEN001	0.8575258	0.5013607	0.4664434	0.4892627	Nephritis; nephrosis; renal sclerosis
GEN002	1.2185893	0.7967701	0.9430479	0.9185485	Acute and unspecified renal failure
GEN003	0.9221371	0.9385424	0.9812685	0.6953502	Chronic kidney disease
GEN004	0.4845293	0.7411251	0.5786406	0.5596506	Urinary tract infections
GEN005	0.8370108	0.6803926	0.8539629	0.2555905	Calculus of urinary tract
GEN006	0.8738470	0.7887460	0.7433373	0.6789035	Other specified and unspecified diseases of kidney and ureters
GEN007	0.4058234	0.7175451	1.2495532	0.8274305	Other specified and unspecified diseases of bladder and urethra
GEN008	3.3724053	2.5388298	6.3957855	2.1644336	Urinary incontinence
GEN009	0.5541187	0.5706947	1.0015758	0.7291908	Hematuria
GEN010	0.3521005	0.6285532	0.3929138	0.6916699	Proteinuria
GEN011	0.5607821	0.9272458	1.9852486	0.7364757	Vesicoureteral reflux
GEN013	0.4759064	1.1945355	1.7388525	0.4315548	Inflammatory conditions of male genital organs
GEN016	0.7579639	0.9220949	1.2862174	0.9335535	Other specified male genital disorders
GEN017	NA	1.1999652	1.0528883	1.7531912	Nonmalignant breast conditions
GEN018	0.3547183	0.3808726	0.1998971	0.4545310	Inflammatory diseases of female pelvic organs
GEN019	NA	NA	0.1120943	NA	Endometriosis
GEN021	NA	0.4491637	0.7474734	NA	Menstrual disorders
GEN022	NA	0.2130880	0.2588270	NA	Benign ovarian cyst
GEN023	NA	NA	1.3006801	NA	Menopausal disorders
GEN024	NA	0.5279847	0.6035156	NA	Female infertility
GEN025	0.9354827	0.3963424	0.4178663	0.5513722	Other specified female genital disorders
GEN026	0.5048637	1.1065547	0.6588598	0.9756890	Postprocedural or postoperative genitourinary system complication
INF001	NA	NA	0.2794054	1.1000415	Tuberculosis
INF002	0.7740100	0.7907438	0.9576991	0.6727416	Septicemia
INF003	0.6767126	0.7058084	0.9387115	0.6134522	Bacterial infections
INF004	0.7016120	0.8872171	1.7089511	0.8869900	Fungal infections
INF005	NA	NA	0.7184709	1.4763715	Foodborne intoxications
INF006	NA	0.3718202	0.1565134	NA	HIV infection
INF007	0.4479776	0.7919770	0.2128481	1.1828760	Hepatitis
INF008	0.6852601	0.7122597	0.7157834	0.7817252	Viral infection
INF009	0.9765966	0.5972677	0.8018556	0.8177597	Parasitic, other specified and unspecified infections
INF010	NA	0.1382159	0.0094547	0.6678824	Sexually transmitted infections (excluding HIV and hepatitis)
INF011	3.5782213	3.2591647	1.5554525	1.9125722	Sequela of specified infectious disease conditions
INJ001	1.1880154	0.4465364	0.5450827	0.6162733	Fracture of head and neck, initial encounter
INJ002	2.5788982	0.4861737	0.3949709	0.4218204	Fracture of the spine and back, initial encounter
INJ003	3.3363368	0.6168045	0.2570825	0.6261397	Fracture of torso, initial encounter
INJ004	1.1512297	0.2878112	0.5914091	0.2611475	Fracture of the upper limb, initial encounter
INJ005	0.5321764	0.4062397	0.4662815	0.5771198	Fracture of the lower limb (except hip), initial encounter
INJ006	NA	1.4990102	1.6684870	1.4828754	Fracture of the neck of the femur (hip), initial encounter
INJ007	1.8528006	0.8438111	0.5195554	0.5500208	Dislocations, initial encounter
INJ008	1.4432228	0.4078852	0.5111651	0.8095036	Traumatic brain injury (TBI); concussion, initial encounter
INJ009	NA	0.4399872	0.7396024	1.0788869	Spinal cord injury (SCI), initial encounter
INJ010	1.1718151	0.4263230	0.2450370	0.2833440	Internal organ injury, initial encounter
INJ011	1.9452419	1.0576616	1.4354229	0.8444691	Open wounds of head and neck, initial encounter
INJ012	1.6740216	0.7454933	1.3875797	0.9947184	Open wounds to limbs, initial encounter
INJ013	NA	0.4141056	0.5430850	0.7685222	Open wounds of trunk, initial encounter
INJ014	NA	1.0886282	0.5257104	0.2504559	Amputation of a limb, initial encounter
INJ015	NA	NA	5.3885319	NA	Amputation of other body parts, initial encounter
INJ016	NA	0.2966206	0.5407846	NA	Injury to blood vessels, initial encounter
INJ017	2.9029661	1.6426928	2.3863876	1.7880228	Superficial injury; contusion, initial encounter
INJ018	NA	1.2571064	0.6705729	NA	Crushing injury, initial encounter
INJ019	0.4179816	0.4114989	0.7872748	0.7665533	Burn and corrosion, initial encounter
INJ020	1.1431056	2.4785307	6.8861620	1.8832867	Effect of foreign body entering opening, initial encounter
INJ021	1.3355725	0.9817897	1.1993553	1.4763715	Effect of other external causes, initial encounter
INJ022	1.0594542	0.5005394	0.7826342	3.8179135	Poisoning by drugs, initial encounter
INJ023	1.3886375	1.0420750	1.1398817	1.5738218	Toxic effects, initial encounter
INJ024	NA	0.7102933	0.3626896	0.7101534	Sprains and strains, initial encounter
INJ025	0.9264003	0.3683614	0.8056640	0.8631095	Injury to nerves, muscles and tendons, initial encounter
INJ026	1.9473313	1.5252891	0.8185112	0.9739951	Other specified injury
INJ027	1.5771774	0.8898618	1.1653092	0.8616366	Other unspecified injury
INJ028	2.2421148	1.6549979	3.4148625	2.0320676	Adverse effects of drugs and medicaments, initial encounter
INJ029	6.1560796	2.1332715	3.2716086	4.8549910	Underdosing of drugs and medicaments, initial encounter
INJ030	0.7824455	0.9998253	1.3330665	1.2230794	Drug induced or toxic related condition
INJ031	1.1876162	0.9964883	2.0502418	0.9070264	Allergic reactions
INJ032	1.0067680	2.5222198	3.9132854	3.6466377	Maltreatment/abuse
INJ033	0.8497896	1.1864824	1.8359157	1.6390435	Complication of cardiovascular device, implant or graft, initial encounter
INJ034	NA	1.2571064	1.2573241	2.3055665	Complication of genitourinary device, implant or graft, initial encounter
INJ035	0.8297325	0.7475889	1.1517473	0.5343059	Complication of internal orthopedic device or implant, initial encounter
INJ036	1.0732225	0.6349670	0.5342339	0.7738223	Complication of transplanted organs or tissue, initial encounter
INJ037	1.0304453	1.1048138	1.9129288	1.0478844	Complication of other surgical or medical care, injury, initial encounter
INJ038	NA	1.7897786	0.6035156	NA	Fracture of head and neck, subsequent encounter
INJ039	15.9032056	NA	0.8312887	NA	Fracture of the spine and back, subsequent encounter
INJ041	2.5788982	0.2095177	2.0527740	1.5162735	Fracture of the upper limb, subsequent encounter
INJ042	NA	0.6103869	1.3213916	NA	Fracture of lower limb (except hip), subsequent encounter
INJ043	NA	NA	1.3471330	NA	Fracture of the neck of the femur (hip), subsequent encounter
INJ044	NA	NA	NA	4.0072942	Dislocations, subsequent encounter
INJ045	1.2894491	0.2315722	0.4954972	0.8631095	Traumatic brain injury (TBI); concussion, subsequent encounter
INJ046	NA	NA	1.1344278	NA	Spinal cord injury (SCI), subsequent encounter
INJ047	NA	NA	0.4714965	3.5063824	Internal organ injury, subsequent encounter
INJ048	NA	8.1228414	6.1835611	1.7531912	Open wounds of head and neck, subsequent encounter
INJ049	NA	1.8206369	2.7308397	4.0072942	Open wounds to limbs, subsequent encounter
INJ050	NA	3.2999043	NA	NA	Open wounds of trunk, subsequent encounter
INJ054	NA	3.5674641	9.1441753	7.0127648	Superficial injury; contusion, subsequent encounter
INJ056	NA	0.9103184	NA	2.0778562	Burns and corrosion, subsequent encounter
INJ057	NA	5.2798469	NA	9.3503530	Effect of foreign body entering opening, subsequent encounter
INJ059	NA	1.8081667	2.8647891	NA	Poisoning by drugs, subsequent encounter
INJ060	NA	5.2798469	NA	9.3503530	Toxic effects, subsequent encounter
INJ061	NA	1.8856596	5.3885319	NA	Sprains and strains, subsequent encounter
INJ063	NA	NA	2.7940536	9.3503530	Other specified injury, subsequent encounter
INJ064	NA	NA	6.8581315	NA	Other unspecified injuries, subsequent encounter
INJ065	NA	NA	1.7961773	3.5063824	Adverse effects of drugs and medicaments, subsequent encounter
INJ066	NA	NA	75.4394460	NA	Underdosing of drugs and medicaments, subsequent encounter
INJ068	NA	1.9554988	15.0878892	2.1577738	Maltreatment/abuse, subsequent encounter
INJ069	NA	NA	NA	5.6102118	Complication of cardiovascular device, implant or graft, subsequent encounter
INJ072	NA	0.5866497	2.7940536	1.4025530	Complication of other surgical or medical care, injury, subsequent encounter
INJ073	1.6451592	0.6641317	1.2817382	1.0788869	Injury, sequela
INJ074	6.8156595	NA	5.8030343	3.2366607	Effect of other external causes, sequela
INJ075	NA	5.2798469	2.0955402	3.5063824	Poisoning/toxic effect/adverse effects/underdosing, sequela
INJ076	NA	NA	NA	2.3375883	Complication, sequela
MAL001	1.0154657	1.7616148	3.3435766	1.6264430	Cardiac and circulatory congenital anomalies
MAL002	0.5978649	0.9042180	2.0497132	0.8228702	Digestive congenital anomalies
MAL003	0.5918862	1.0645939	1.1323395	0.9055854	Genitourinary congenital anomalies
MAL004	1.0383792	1.3294578	2.6448399	1.1689851	Nervous system congenital anomalies
MAL005	1.2483301	1.3036659	2.3294841	0.8357181	Congenital malformations of eye, ear, face, neck
MAL006	0.2192286	0.8768976	1.4705545	0.2746738	Cleft lip or palate
MAL007	0.6430951	1.4036403	3.2142120	1.2639992	Respiratory congenital malformations
MAL008	1.1086942	0.9538185	1.5523473	0.9639948	Musculoskeletal congenital conditions
MAL009	1.1984808	3.1212884	9.0147766	2.2717835	Chromosomal abnormalities
MAL010	1.0888266	1.8783893	4.8092374	1.7641623	Other specified and unspecified congenital anomalies
MBD001	5.7829838	3.1964139	3.4723584	3.5316082	Schizophrenia spectrum and other psychotic disorders
MBD002	NA	0.7700690	1.2718233	1.4973875	Depressive disorders
MBD003	23.8548084	2.2710680	2.8648178	4.3749358	Bipolar and related disorders
MBD004	6.8156595	2.7455204	4.8485650	3.0141026	Other specified and unspecified mood disorders
MBD005	3.9359104	1.5026917	1.9567972	2.6077256	Anxiety and fear-related disorders
MBD006	13.3921731	3.8725878	8.5760972	5.9709571	Obsessive-compulsive and related disorders
MBD007	1.9651558	0.8812326	1.5297114	1.1508805	Trauma- and stressor-related disorders
MBD008	11.4936804	2.9651078	6.6901027	3.5420520	Disruptive, impulse-control and conduct disorders
MBD009	6.8156595	1.3191765	1.5750233	4.3459387	Personality disorders
MBD010	8.0911046	0.8495689	1.6289538	5.0457698	Feeding and eating disorders
MBD011	5.4525276	1.3374061	2.0214214	1.0872504	Somatic disorders
MBD012	4.3372379	0.7742792	1.0295539	1.3005929	Suicidal ideation/attempt/intentional self-harm
MBD013	6.8977759	1.4095834	0.9251269	2.7431635	Miscellaneous mental and behavioral disorders/conditions
MBD017	NA	0.2135428	0.3356015	NA	Alcohol-related disorders
MBD018	0.8086376	0.2994242	0.3666297	1.0226949	Opioid-related disorders
MBD019	NA	0.1591228	0.4806761	NA	Cannabis-related disorders
MBD020	3.8510005	1.3366701	0.7483781	8.3556346	Sedative-related disorders
MBD021	0.7726254	0.5387599	0.3437806	3.8426108	Stimulant-related disorders
MBD022	NA	NA	0.2182854	NA	Hallucinogen-related disorders
MBD023	NA	NA	2.1250548	NA	Inhalant-related disorders
MBD024	NA	0.5382606	0.4385286	2.1577738	Tobacco-related disorders
MBD025	NA	0.8015962	0.2207005	3.0325469	Other specified substance-related disorders
MBD026	NA	1.0849000	0.4565171	NA	Mental and substance use disorders in remission
MBD027	NA	1.8081667	2.9909913	NA	Suicide attempt/intentional self-harm; subsequent encounter
MBD028	NA	8.7997448	NA	NA	Opioid-related disorders; subsequent encounter
MBD032	NA	NA	4.7149654	NA	Sedative-related disorders; subsequent encounter
MBD034	NA	6.5998086	NA	NA	Mental and substance use disorders; sequela
MUS001	0.4976231	0.3438395	0.7210461	0.2829867	Infective arthritis
MUS002	0.5979719	0.4023005	0.9554795	0.6937167	Osteomyelitis
MUS003	NA	1.4531689	0.8440777	0.7192579	Rheumatoid arthritis and related disease
MUS004	1.3011714	0.6374061	1.4405522	0.9102114	Juvenile arthritis
MUS005	23.8548084	NA	0.6393173	NA	Other specified chronic arthropathy
MUS006	1.7670228	0.3567464	1.1953433	0.8698003	Osteoarthritis
MUS007	1.0409371	0.4227259	1.1202145	0.5724706	Other specified joint disorders
MUS008	2.8064480	0.4061421	NA	1.2064972	Immune-mediated/reactive arthropathies
MUS009	1.4241677	0.8782524	1.0444226	0.6600249	Tendon and synovial disorders
MUS010	1.3113395	0.6017736	0.7694698	0.5781132	Musculoskeletal pain, not low back pain
MUS011	1.1013763	0.7007204	0.6522570	0.9467571	Spondylopathies/spondyloarthropathy (including infective)
MUS012	NA	NA	0.9371360	NA	Biomechanical lesions
MUS013	NA	0.7810424	3.0963952	0.5783724	Osteoporosis
MUS014	1.0150982	1.2705514	2.1250548	0.6131379	Pathological fracture, initial encounter
MUS015	NA	1.0999681	NA	NA	Pathological fracture, subsequent encounter
MUS016	15.9032056	1.5085277	1.9098594	3.6588338	Stress fracture, initial encounter
MUS017	NA	5.2798469	6.2866205	NA	Stress fracture, subsequent encounter
MUS020	NA	26.3992344	NA	NA	Pathological, stress and atypical fractures, sequela
MUS021	2.1204274	1.2983230	2.4076419	1.3246333	Acquired foot deformities
MUS022	0.5116313	0.7999768	2.0641497	0.5477915	Scoliosis and other postural dorsopathic deformities
MUS023	0.7089096	0.6947167	1.2184498	0.5436252	Acquired deformities (excluding foot)
MUS024	0.8139679	0.4359507	0.8793250	0.8566730	Systemic lupus erythematosus and connective tissue disorders
MUS025	1.4512431	0.6955487	0.9402277	1.4398833	Other specified connective tissue disease
MUS026	1.0636898	0.9276615	1.0107337	0.8415318	Muscle disorders
MUS027	NA	1.3894334	1.3471330	4.3155475	Musculoskeletal abscess
MUS028	0.4910081	0.4585475	1.2447898	0.4638364	Other specified bone disease and musculoskeletal deformities
MUS029	1.1589381	0.5499841	0.5898315	0.4725293	Disorders of jaw
MUS030	NA	0.3377301	0.5086948	0.3596290	Aseptic necrosis and osteonecrosis
MUS031	NA	NA	NA	9.3503530	Traumatic arthropathy
MUS033	NA	NA	1.6580098	NA	Gout
MUS036	NA	NA	4.4376145	NA	Autoinflammatory syndromes
MUS037	NA	0.2823448	0.6617495	0.6233569	Postprocedural or postoperative musculoskeletal system complication
MUS038	0.9447449	0.3469779	0.4756371	0.1934556	Low back pain
NEO001	0.4712061	NA	NA	NA	Head and neck cancers - eye
NEO002	NA	NA	1.1787413	0.7381858	Head and neck cancers - lip and oral cavity
NEO003	NA	19.7994258	NA	NA	Head and neck cancers - throat
NEO006	NA	26.3992344	NA	NA	Head and neck cancers - hypopharyngeal
NEO007	NA	7.9197703	NA	9.3503530	Head and neck cancers - pharyngeal
NEO011	NA	1.8418071	0.8772029	NA	Cardiac cancers
NEO015	NA	NA	3.9245955	NA	Gastrointestinal cancers - colorectal
NEO017	NA	NA	1.7646654	NA	Gastrointestinal cancers - liver
NEO020	NA	1.5528961	NA	1.2750481	Gastrointestinal cancers - peritoneum
NEO022	NA	NA	1.7544057	NA	Respiratory cancers
NEO023	0.1571981	0.3505516	0.7527814	0.1990445	Bone cancer
NEO024	0.2551316	0.5106995	0.9521483	0.2493427	Sarcoma
NEO025	NA	NA	2.2188072	NA	Skin cancers - melanoma
NEO033	NA	0.5866497	0.2531525	NA	Female reproductive system cancers - ovary
NEO040	NA	NA	2.6554685	NA	Male reproductive system cancers - testis
NEO043	NA	NA	NA	5.1001926	Urinary system cancers - bladder
NEO045	0.6567696	0.1404215	NA	0.4808753	Urinary system cancers - kidney
NEO048	0.2830231	0.2972887	1.1415179	0.4742653	Nervous system cancers - brain
NEO049	0.3469790	0.3180631	0.6503401	NA	Nervous system cancers - all other types
NEO050	NA	1.1281724	1.1535083	NA	Endocrine system cancers - thyroid
NEO055	NA	NA	9.4299308	NA	Endocrine system cancers - pituitary gland
NEO056	0.1596307	0.1936374	1.7485964	0.3998275	Endocrine system cancers - all other types
NEO057	NA	0.4418282	0.6001914	NA	Hodgkin lymphoma
NEO058	0.4905873	0.3234209	0.1765905	0.5058388	Non-Hodgkin lymphoma
NEO059	0.5701398	0.3359695	0.4477118	0.3220661	Leukemia - acute lymphoblastic leukemia (ALL)
NEO060	0.6574160	0.2656527	0.6447816	0.3038021	Leukemia - acute myeloid leukemia (AML)
NEO062	NA	NA	NA	1.0389281	Leukemia - chronic myeloid leukemia (CML)
NEO064	0.4148662	0.6977771	0.7750628	0.1286746	Leukemia - all other types
NEO065	NA	3.5198979	10.2871972	NA	Multiple myeloma
NEO066	NA	NA	0.8111768	NA	Malignant neuroendocrine tumors
NEO068	1.6740216	1.6922586	2.2519238	0.3016243	Myelodysplastic syndrome (MDS)
NEO069	NA	0.8164712	0.6858131	1.0535609	Cancer of other sites
NEO070	0.2375090	0.1807393	1.4522481	0.3384588	Secondary malignancies
NEO071	NA	NA	5.8030343	NA	Malignant neoplasm, unspecified
NEO072	1.0701222	0.7854318	1.0875186	1.0418221	Neoplasms of unspecified nature or uncertain behavior
NEO073	1.4425080	0.6618611	0.9190966	1.5488315	Benign neoplasms
NEO074	0.4040954	0.4086212	0.8873694	0.4331330	Conditions due to neoplasm or the treatment of neoplasm
NVS001	0.9026144	0.5887430	0.3829414	0.3690929	Meningitis
NVS002	1.6451592	0.7733464	1.4476653	0.6563671	Encephalitis
NVS004	NA	5.0284256	12.4078036	3.5063824	Parkinson`s disease
NVS005	NA	NA	0.3781426	2.2145573	Multiple sclerosis
NVS006	1.2883939	1.5307317	3.0843075	1.3775074	Other specified hereditary and degenerative nervous system conditions
NVS007	1.3075969	1.2077852	4.0550063	1.0218323	Cerebral palsy
NVS008	0.9782028	0.6867898	0.7472272	0.6233569	Paralysis (other than cerebral palsy)
NVS009	2.7402742	3.0873207	5.7043059	2.7449765	Epilepsy; convulsions
NVS010	1.4522175	0.7942269	0.9876676	1.0828065	Headache; including migraine
NVS011	0.6156080	1.3486199	2.5530817	1.1687941	Neurocognitive disorders
NVS012	NA	0.8948893	0.6393173	NA	Transient cerebral ischemia
NVS013	0.6531836	0.9785548	1.0006706	1.3472207	Coma; stupor; and brain damage
NVS014	0.7454628	0.7134928	0.6636901	0.1541267	CNS abscess
NVS015	0.5640546	0.7188668	0.6771228	0.9127726	Polyneuropathies
NVS016	1.8884821	1.6578673	2.8215057	1.8148856	Sleep wake disorders
NVS017	1.1263653	0.8465313	0.4887331	0.3807836	Nerve and nerve root disorders
NVS018	0.9703651	1.0623434	2.8201662	0.8204349	Myopathies
NVS019	1.0145843	0.6019750	0.8237715	0.7004010	Nervous system pain and pain syndromes
NVS020	1.1213994	0.9617812	1.2738598	1.0493696	Other specified nervous system disorders
NVS021	1.2938201	0.1396785	0.9704903	1.1722831	Postprocedural or postoperative nervous system complication
NVS022	3.0780398	3.0170554	2.4076419	2.0933626	Sequela of specified nervous system conditions
PNL002	0.5157796	NA	NA	2.9527431	Short gestation; low birth weight; and fetal growth retardation
PNL004	NA	NA	NA	1.6500623	Neonatal cerebral disorders
PNL006	0.9933755	1.3199617	7.4610441	2.0000755	Respiratory perinatal condition
PNL009	NA	NA	NA	2.9527431	Perinatal infections
PNL010	NA	5.9998260	13.1199037	3.5063824	Newborn affected by maternal conditions or complications of labor/delivery
PNL013	0.5301069	NA	5.3885319	1.2196113	Other specified and unspecified perinatal conditions
PNL014	NA	13.1996172	NA	NA	Neonatal abstinence syndrome
PNL015	1.1359433	4.7696096	11.6516422	5.2595736	Fetal alcohol syndrome
PRG002	NA	NA	0.0131872	NA	Gestational weeks
PRG008	NA	NA	0.0347247	NA	Supervision of high-risk pregnancy
PRG010	NA	NA	0.0166926	NA	Hemorrhage after first trimester
PRG011	NA	NA	0.0127620	NA	Early or threatened labor
PRG013	NA	NA	0.0296003	NA	Maternal care related to fetal conditions
PRG014	NA	NA	0.0274525	NA	Polyhydramnios and other problems of amniotic cavity
PRG017	NA	NA	0.0384895	NA	Maternal care for abnormality of pelvic organs
PRG018	NA	NA	0.0171805	NA	Maternal care related to disorders of the placenta and placental implantation
PRG019	NA	NA	0.0097644	NA	Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
PRG020	NA	NA	0.0215980	NA	Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium
PRG021	NA	NA	0.0365324	NA	Maternal intrauterine infection
PRG022	NA	NA	0.0100699	NA	Prolonged pregnancy
PRG023	NA	NA	0.0210578	NA	Complications specified during childbirth
PRG024	NA	NA	0.0223365	NA	Malposition, disproportion or other labor complications
PRG026	NA	NA	0.0134375	NA	OB-related trauma to perineum and vulva
PRG027	NA	NA	0.0182164	NA	Complications specified during the puerperium
PRG028	NA	NA	0.0386032	NA	Other specified complications in pregnancy
PRG029	NA	NA	0.0080489	NA	Uncomplicated pregnancy, delivery or puerperium
PRG030	NA	NA	0.0133630	NA	Maternal outcome of delivery
RSP001	1.4885400	0.8115320	1.2639267	0.7717752	Sinusitis
RSP002	0.5975105	0.6973675	1.6528789	0.5092396	Pneumonia (except that caused by tuberculosis)
RSP003	0.6774185	1.1641453	1.8458588	0.7641325	Influenza
RSP004	1.3522232	0.6160249	0.3213068	0.6642877	Acute and chronic tonsillitis
RSP005	0.2647458	0.6075138	0.7920152	0.4312311	Acute bronchitis
RSP006	0.7996823	0.7410311	0.9882595	0.7261712	Other specified upper respiratory infections
RSP007	0.9741690	1.0481612	1.9449992	0.9396542	Other specified and unspecified upper respiratory disease
RSP008	0.6447246	0.8221984	0.6059393	0.4362007	Chronic obstructive pulmonary disease and bronchiectasis
RSP009	1.0191333	0.8926509	1.3145805	0.8351641	Asthma
RSP010	0.9877037	1.2801980	2.6547090	1.0484771	Aspiration pneumonitis
RSP011	0.6170129	0.8194773	1.2659107	0.6597457	Pleurisy, pleural effusion and pulmonary collapse
RSP012	0.3965119	0.4969782	0.9407508	0.4833571	Respiratory failure; insufficiency; arrest
RSP013	0.3359832	1.3713888	1.4035246	1.1496336	Lung disease due to external agents
RSP014	0.4095246	0.5144466	0.5716220	0.8500321	Pneumothorax
RSP015	NA	NA	NA	1.6500623	Mediastinal disorders
RSP016	0.5285213	0.7007204	1.0039162	0.7991369	Other specified and unspecified lower respiratory disease
RSP017	0.6824262	0.4558737	1.2115924	0.6951703	Postprocedural or postoperative respiratory system complication
SKN001	0.6591905	0.6164613	1.1423240	0.6855069	Skin and subcutaneous tissue infections
SKN002	1.1355624	0.8769155	1.8876134	0.7465038	Other specified inflammatory condition of skin
SKN003	0.8225796	1.1753084	1.4340448	1.2546800	Pressure ulcer of skin
SKN004	NA	0.8799745	1.8198112	1.7531912	Non-pressure ulcer of skin
SKN005	0.6535564	1.3149044	2.1943269	1.5366316	Contact dermatitis
SKN006	NA	0.9103184	0.8046874	1.0389281	Postprocedural or postoperative skin complication
SKN007	1.0623215	0.8977505	2.1612096	0.9264570	Other specified and unspecified skin disorders
SYM001	0.6432757	0.7481564	1.1989540	0.8792123	Syncope
SYM002	0.6438269	0.5754148	1.0303395	0.6648752	Fever
SYM003	0.8665723	0.6402291	1.1985386	0.5789149	Shock
SYM004	0.8609646	0.7956630	0.9301110	0.9377490	Nausea and vomiting
SYM005	1.0568333	1.2321824	1.9292810	1.3009187	Dysphagia
SYM006	0.8323440	0.7775671	0.9559523	0.8378821	Abdominal pain and other digestive/abdomen signs and symptoms
SYM007	1.5520809	0.8494803	1.2005141	1.2467137	Malaise and fatigue
SYM008	1.1645960	2.9768158	6.0346343	2.7423719	Symptoms of mental and substance use conditions
SYM009	NA	4.3998724	NA	NA	Abnormal findings related to substance use
SYM010	2.4998489	1.1646374	1.7401748	1.4369139	Nervous system signs and symptoms
SYM011	0.9809807	0.8452957	1.4849884	1.1206560	Genitourinary signs and symptoms
SYM012	0.7697900	0.6879279	1.0068731	0.8059105	Circulatory signs and symptoms
SYM013	0.5623586	0.7099971	1.3329742	0.6043032	Respiratory signs and symptoms
SYM014	1.0141681	0.8935837	1.1200929	0.7910883	Skin/Subcutaneous signs and symptoms
SYM015	0.5048637	1.0337809	1.8952671	1.3337799	General sensation/perception signs and symptoms
SYM016	2.2171925	2.3242223	3.5568408	2.2756889	Other general signs and symptoms
SYM017	1.0317516	0.8223938	1.3126496	0.9038316	Abnormal findings without diagnosis

Sex-specific SMRs

21 by Sex

The following plot shows sex-specific SMRs (among 21 categories) for each sex_group. Note the SMRs shown in the plots are all > 1. If there is no column corresponding to an x-axis value, that means its SMR is <= 1.

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   sex = col_character(),
##   crude_prop = col_double()
## )

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   FEMALE = col_double(),
##   count = col_double()
## )

## Joining, by = c("DXCCSR_cat", "sex")Joining, by = c("DXCCSR_cat", "sex")

DXCCSR_cat	female	male	description
BLD	0.6593225	0.6690129	Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
CIR	0.9400892	0.8075635	Diseases of the Circulatory System
DIG	1.5310154	1.0533462	Diseases of the Digestive System
EAR	1.5265739	0.8679650	Diseases of the Ear and Mastoid Process
END	1.3514569	1.0071247	Endocrine, Nutritional and Metabolic Diseases
EXT	1.0231129	1.0314729	External Causes of Morbidity
EYE	2.0454857	1.0633294	Diseases of the Eye and Adnexa
FAC	1.1245525	1.0815161	Factors Influencing Health Status and Contact with Health Services
GEN	1.0405212	0.9208918	Diseases of the Genitourinary System
INF	0.8820987	0.6346777	Certain Infectious and Parasitic Diseases
INJ	1.2018008	0.7697670	Injury, Poisoning and Certain Other Consequences of External Causes
MAL	2.6081370	1.2987571	Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD	1.6179149	1.4020664	Mental, Behavioral and Neurodevelopmental Disorders
MUS	1.3039504	0.7583685	Diseases of the Musculoskeletal System and Connective Tissue
NEO	0.6701462	0.5188993	Neoplasms
NVS	2.7857561	1.6977890	Diseases of the Nervous System
PNL	3.0248679	1.5158188	Certain Conditions Originating in the Perinatal Period
PRG	0.0260743	NA	Pregnancy, Childbirth and the Puerperium
RSP	1.1012552	0.7634347	Diseases of the Respiratory System
SKN	1.2448175	0.8273792	Diseases of the Skin and Subcutaneous Tissue
SYM	1.6749275	1.1015485	Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified

540 by Sex

The following plot shows top 30 SMRs among (540 categories) for each sex_group. Note the SMRs shown in the plots are all > 1.

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_sub = col_character(),
##   sex = col_character(),
##   sex_count = col_double()
## )

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   FEMALE = col_double(),
##   count = col_double()
## )

## Joining, by = c("DXCCSR", "sex")Joining, by = c("DXCCSR", "sex")

DXCCSR	female	male	description
BLD001	0.7135310	0.8290440	Nutritional anemia
BLD002	0.6892069	0.7780518	Hemolytic anemia
BLD003	0.4780842	0.5832082	Aplastic anemia
BLD004	0.3782494	0.4199466	Acute posthemorrhagic anemia
BLD005	0.3073605	0.2489932	Sickle cell trait/anemia
BLD006	0.9879623	0.8588886	Coagulation and hemorrhagic disorders
BLD007	0.9367749	0.6597215	Diseases of white blood cells
BLD008	2.0057704	1.1462787	Immunity disorders
BLD009	NA	3.0784221	Postprocedural or postoperative complications of the spleen
BLD010	1.6660495	0.5505766	Other specified and unspecified hematologic conditions
CIR001	0.7804219	0.6654231	Chronic rheumatic heart disease
CIR002	2.7372575	1.0415714	Acute rheumatic heart disease
CIR003	1.4625189	0.8918533	Nonrheumatic and unspecified valve disorders
CIR004	1.5418488	0.4226960	Endocarditis and endocardial disease
CIR005	1.0234864	0.8499714	Myocarditis and cardiomyopathy
CIR006	0.8423439	0.7601193	Pericarditis and pericardial disease
CIR007	1.1461551	0.9133222	Essential hypertension
CIR008	0.2701930	0.7282819	Hypertension with complications and secondary hypertension
CIR009	1.1197872	0.5772041	Acute myocardial infarction
CIR010	NA	2.7705799	Complications of acute myocardial infarction
CIR011	0.4438796	0.5335367	Coronary atherosclerosis and other heart disease
CIR012	0.2314107	0.3869274	Nonspecific chest pain
CIR013	0.2495137	0.2516167	Acute pulmonary embolism
CIR014	1.2219118	0.5662869	Pulmonary heart disease
CIR015	1.0825312	0.7025445	Other and ill-defined heart disease
CIR016	1.5386951	1.1680796	Conduction disorders
CIR017	1.4352955	0.8686142	Cardiac dysrhythmias
CIR018	0.9410775	0.7415561	Cardiac arrest and ventricular fibrillation
CIR019	0.7462421	0.6485351	Heart failure
CIR020	1.5416344	0.8270388	Cerebral infarction
CIR021	0.7518408	0.7214036	Acute hemorrhagic cerebrovascular disease
CIR022	2.3995440	0.7915943	Sequela of hemorrhagic cerebrovascular disease
CIR023	2.4271249	0.8985665	Occlusion or stenosis of precerebral or cerebral arteries without infarction
CIR024	1.5526461	0.6156844	Other and ill-defined cerebrovascular disease
CIR025	2.2344960	1.0393093	Sequela of cerebral infarction and other cerebrovascular disease
CIR026	2.0279610	1.1422333	Peripheral and visceral vascular disease
CIR027	NA	0.1099436	Arterial dissections
CIR028	1.2005516	1.0167266	Gangrene
CIR029	0.6881374	0.5757049	Aortic; peripheral; and visceral artery aneurysms
CIR030	0.3329097	0.2032210	Aortic and peripheral arterial embolism or thrombosis
CIR031	1.2962167	1.0190222	Hypotension
CIR032	1.0997910	0.4406489	Other specified and unspecified circulatory disease
CIR033	1.1704198	0.6365968	Acute phlebitis; thrombophlebitis and thromboembolism
CIR034	1.1920315	0.3848028	Chronic phlebitis; thrombophlebitis and thromboembolism
CIR035	NA	NA	Varicose veins of lower extremity
CIR036	1.0179883	0.5673542	Postthrombotic syndrome and venous insufficiency/hypertension
CIR037	0.6455796	0.6206354	Vasculitis
CIR038	0.6060349	0.5599394	Postprocedural or postoperative circulatory system complication
CIR039	0.7685437	0.5104921	Other specified diseases of veins and lymphatics
DIG001	1.6267647	0.8106998	Intestinal infection
DIG002	1.4356698	1.1348071	Disorders of teeth and gingiva
DIG003	1.1859015	0.8274737	Diseases of mouth; excluding dental
DIG004	2.0846960	1.4971925	Esophageal disorders
DIG005	1.0568058	1.1389129	Gastroduodenal ulcer
DIG006	1.5244627	0.7809688	Gastrointestinal and biliary perforation
DIG007	1.2435799	0.9978905	Gastritis and duodenitis
DIG008	2.6921069	1.7900059	Other specified and unspecified disorders of stomach and duodenum
DIG009	0.3949684	0.3536511	Appendicitis and other appendiceal conditions
DIG010	0.9257734	0.7649087	Abdominal hernia
DIG011	0.7695330	0.6337201	Regional enteritis and ulcerative colitis
DIG012	2.0173804	1.1416481	Intestinal obstruction and ileus
DIG013	2.1865667	0.3378756	Diverticulosis and diverticulitis
DIG014	0.6864937	1.0229834	Hemorrhoids
DIG015	0.9346466	0.9883292	Anal and rectal conditions
DIG016	0.6426430	0.4212312	Peritonitis and intra-abdominal abscess
DIG017	0.4016222	0.5444371	Biliary tract disease
DIG018	0.8257648	0.6649392	Hepatic failure
DIG019	0.6011201	0.8267725	Other specified and unspecified liver disease
DIG020	0.9675503	0.8179549	Pancreatic disorders (excluding diabetes)
DIG021	1.4118887	1.1178371	Gastrointestinal hemorrhage
DIG022	1.4096657	0.8418152	Noninfectious gastroenteritis
DIG023	1.3034560	0.7902661	Noninfectious hepatitis
DIG024	1.6305212	0.9880000	Postprocedural or postoperative digestive system complication
DIG025	2.5087950	1.7668526	Other specified and unspecified gastrointestinal disorders
EAR001	1.0434359	0.5267857	Otitis media
EAR002	1.3535889	0.7986151	Diseases of middle ear and mastoid (except otitis media)
EAR003	1.6645485	0.3821490	Diseases of inner ear and related conditions
EAR004	2.4598189	1.5521950	Hearing loss
EAR005	NA	0.9894928	Postprocedural or postoperative ear and/or mastoid process complication
EAR006	1.8451886	1.4446398	Other specified and unspecified disorders of the ear
END001	2.4023091	1.9886113	Thyroid disorders
END002	0.9178852	1.3638764	Diabetes mellitus without complication
END003	0.6164688	0.5645382	Diabetes mellitus with complication
END004	0.5663413	0.5694369	Diabetes mellitus, Type 1
END005	2.2117973	1.5548217	Diabetes mellitus, Type 2
END006	0.7961985	0.6683991	Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type
END007	1.9867192	1.4649739	Nutritional deficiencies
END008	1.8196090	0.9448474	Malnutrition
END009	1.3328548	1.7334317	Obesity
END010	1.9400313	1.6206508	Disorders of lipid metabolism
END011	1.1662615	0.7800546	Fluid and electrolyte disorders
END012	0.7421767	0.6851737	Cystic fibrosis
END013	2.4344536	1.2964471	Pituitary disorders
END014	1.4663880	0.7890892	Postprocedural or postoperative endocrine or metabolic complication
END015	2.2792728	1.1983299	Other specified and unspecified endocrine disorders
END016	1.4953970	1.0284374	Other specified and unspecified nutritional and metabolic disorders
END017	NA	NA	Sequela of malnutrition and other nutritional deficiencies
EXT002	0.7845643	1.0675629	External cause codes: drowning/submersion; initial encounter
EXT004	0.5089942	1.4582000	External cause codes: fire/burn; initial encounter
EXT011	NA	4.6176332	External cause codes: natural/environment; initial encounter
EXT012	1.9246342	0.5178654	External cause codes: bites; initial encounter
EXT013	NA	NA	External cause codes: overexertion; initial encounter
EXT014	0.8101165	0.7931902	External cause codes: poisoning by drug
EXT015	1.6777742	0.8563611	External cause codes: poisoning by non-drug
EXT017	0.9124192	1.1892791	External cause codes: suffocation/inhalation; initial encounter
EXT018	2.5815453	2.2037195	External cause codes: other specified, classifiable and NEC; initial encounter
EXT019	1.4705562	0.9981347	External cause codes: unspecified mechanism
EXT020	1.5491277	1.2046000	External cause codes: intent of injury, accidental/unintentional
EXT021	0.7579183	0.7589392	External cause codes: intent of injury, self-harm
EXT022	3.0753682	1.9338806	External cause codes: intent of injury, assault
EXT023	0.5013972	0.8338639	External cause codes: intent of injury, undetermined
EYE001	1.4216890	0.6182690	Cornea and external disease
EYE002	3.4406869	1.7244273	Cataract and other lens disorders
EYE003	3.0575749	1.9913543	Glaucoma
EYE004	0.9511706	0.9133780	Uveitis and ocular inflammation
EYE005	2.0627659	1.3235254	Retinal and vitreous conditions
EYE006	1.6299360	0.9179366	Neuro-ophthalmology
EYE007	3.5509319	1.0703948	Strabismus
EYE008	0.6839344	0.5951126	Oculofacial plastics and orbital conditions
EYE009	3.0910060	1.9082140	Refractive error
EYE010	2.1522791	1.3295065	Blindness and vision defects
EYE011	NA	NA	Postprocedural or postoperative eye complication
EYE012	1.9920742	0.9494958	Other specified eye disorders
FAC001	NA	NA	Encounter for administrative purposes
FAC002	NA	1.9107448	Encounter for mental health services related to abuse
FAC003	2.4848303	3.4124445	Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)
FAC004	NA	0.4329031	Encounter for prophylactic or other procedures
FAC005	6.4829784	NA	Encounter for prophylactic measures (excludes immunization)
FAC006	0.6650705	0.5412907	Encounter for antineoplastic therapies
FAC007	3.1583741	1.7560014	Encounter for mental health conditions
FAC008	NA	1.5682528	Neoplasm-related encounters
FAC009	1.3396589	0.8378620	Implant, device or graft related encounter
FAC010	1.4520273	0.7193759	Other aftercare encounter
FAC011	4.2474686	NA	Counseling related to sexual behavior or orientation
FAC012	1.3535889	0.8632699	Other specified encounters and counseling
FAC013	0.4044260	NA	Contraceptive and procreative management
FAC014	0.1905284	0.6209182	Medical examination/evaluation
FAC015	0.2306678	0.5414814	Resistance to antimicrobial drugs
FAC016	0.3299205	0.7129002	Exposure, encounters, screening or contact with infectious disease
FAC017	0.5880754	0.8886452	No immunization or underimmunization
FAC018	NA	NA	Screening for neurocognitive or neurodevelopmental condition
FAC019	1.8061226	1.9386726	Socioeconomic/psychosocial factors
FAC020	1.0677246	0.6872756	Lifestyle/life management factors
FAC021	1.3077740	1.1252805	Personal/family history of disease
FAC022	0.5171282	0.6860868	Acquired absence of limb or organ
FAC023	1.4463005	0.6916662	Organ transplant status
FAC024	0.0490988	0.9792070	Carrier status
FAC025	1.4381200	1.1153921	Other specified status
GEN001	0.4272919	0.5505449	Nephritis; nephrosis; renal sclerosis
GEN002	1.0542331	0.6728001	Acute and unspecified renal failure
GEN003	1.1825948	0.7211657	Chronic kidney disease
GEN004	0.8610312	0.9062791	Urinary tract infections
GEN005	0.5944179	0.8179382	Calculus of urinary tract
GEN006	0.8460294	0.6772304	Other specified and unspecified diseases of kidney and ureters
GEN007	1.2740748	0.7770722	Other specified and unspecified diseases of bladder and urethra
GEN008	5.1445199	3.3409035	Urinary incontinence
GEN009	0.9623171	0.6704191	Hematuria
GEN010	0.5491950	0.5698548	Proteinuria
GEN011	1.2507427	0.8217065	Vesicoureteral reflux
GEN012	NA	NA	Hyperplasia of prostate
GEN013	NA	0.5621466	Inflammatory conditions of male genital organs
GEN014	NA	NA	Erectile dysfunction
GEN015	NA	NA	Male infertility
GEN016	NA	0.5703716	Other specified male genital disorders
GEN017	0.4181147	2.3579403	Nonmalignant breast conditions
GEN018	0.5474515	NA	Inflammatory diseases of female pelvic organs
GEN019	0.1717944	NA	Endometriosis
GEN020	NA	NA	Prolapse of female genital organs
GEN021	1.4389789	NA	Menstrual disorders
GEN022	0.5319846	NA	Benign ovarian cyst
GEN023	1.7723250	NA	Menopausal disorders
GEN024	1.4077325	NA	Female infertility
GEN025	0.9770246	NA	Other specified female genital disorders
GEN026	1.6066512	0.5907420	Postprocedural or postoperative genitourinary system complication
INF001	1.0573098	0.0985971	Tuberculosis
INF002	0.7914793	0.7484682	Septicemia
INF003	0.8808269	0.6687607	Bacterial infections
INF004	1.4529863	0.9961899	Fungal infections
INF005	NA	0.7388213	Foodborne intoxications
INF006	0.2272631	0.1014864	HIV infection
INF007	0.3740180	0.3837368	Hepatitis
INF008	0.8130813	0.5318054	Viral infection
INF009	1.1884374	0.7297859	Parasitic, other specified and unspecified infections
INF010	0.0313746	0.0659662	Sexually transmitted infections (excluding HIV and hepatitis)
INF011	7.1521891	1.7406785	Sequela of specified infectious disease conditions
INJ001	0.5884953	0.4062191	Fracture of head and neck, initial encounter
INJ002	0.7888156	0.2390079	Fracture of the spine and back, initial encounter
INJ003	0.5058587	0.3226498	Fracture of torso, initial encounter
INJ004	0.5773510	0.3428380	Fracture of the upper limb, initial encounter
INJ005	0.9672888	0.2980341	Fracture of the lower limb (except hip), initial encounter
INJ006	1.5873272	1.1338155	Fracture of the neck of the femur (hip), initial encounter
INJ007	1.7389636	0.3927368	Dislocations, initial encounter
INJ008	0.7603493	0.4188160	Traumatic brain injury (TBI); concussion, initial encounter
INJ009	1.7227495	0.2947425	Spinal cord injury (SCI), initial encounter
INJ010	0.7018609	0.1886970	Internal organ injury, initial encounter
INJ011	1.5011900	0.8245246	Open wounds of head and neck, initial encounter
INJ012	1.4181515	0.8266649	Open wounds to limbs, initial encounter
INJ013	0.4314416	0.3396195	Open wounds of trunk, initial encounter
INJ014	0.8322743	0.3590384	Amputation of a limb, initial encounter
INJ015	NA	1.3852900	Amputation of other body parts, initial encounter
INJ016	NA	0.2356508	Injury to blood vessels, initial encounter
INJ017	2.4441339	1.5315298	Superficial injury; contusion, initial encounter
INJ018	1.9708254	0.2725161	Crushing injury, initial encounter
INJ019	0.7875149	0.3920945	Burn and corrosion, initial encounter
INJ020	1.9689353	2.2102379	Effect of foreign body entering opening, initial encounter
INJ021	1.4181515	0.8295149	Effect of other external causes, initial encounter
INJ022	0.8101165	0.7931902	Poisoning by drugs, initial encounter
INJ023	1.3733975	0.8752550	Toxic effects, initial encounter
INJ024	0.2419972	0.4582914	Sprains and strains, initial encounter
INJ025	0.3064094	0.4639111	Injury to nerves, muscles and tendons, initial encounter
INJ026	1.5474446	0.6337928	Other specified injury
INJ027	1.4400141	0.8627251	Other unspecified injury
INJ028	2.3682571	2.1299353	Adverse effects of drugs and medicaments, initial encounter
INJ029	4.4468083	2.4254235	Underdosing of drugs and medicaments, initial encounter
INJ030	1.3053396	1.0020381	Drug induced or toxic related condition
INJ031	1.3873803	1.0756178	Allergic reactions
INJ032	2.6685920	2.0023365	Maltreatment/abuse
INJ033	1.7780101	1.2335915	Complication of cardiovascular device, implant or graft, initial encounter
INJ034	1.4212683	1.1581202	Complication of genitourinary device, implant or graft, initial encounter
INJ035	1.4611695	0.6997723	Complication of internal orthopedic device or implant, initial encounter
INJ036	0.9367041	0.6134435	Complication of transplanted organs or tissue, initial encounter
INJ037	1.5612560	1.1114501	Complication of other surgical or medical care, injury, initial encounter
INJ038	1.2569040	0.4929857	Fracture of head and neck, subsequent encounter
INJ039	2.0760099	0.2357940	Fracture of the spine and back, subsequent encounter
INJ040	NA	NA	Fracture of torso, subsequent encounter
INJ041	2.6632776	0.8007456	Fracture of the upper limb, subsequent encounter
INJ042	1.2484114	0.5423647	Fracture of lower limb (except hip), subsequent encounter
INJ043	NA	0.5037418	Fracture of the neck of the femur (hip), subsequent encounter
INJ044	NA	0.9553724	Dislocations, subsequent encounter
INJ045	0.4737561	0.3221605	Traumatic brain injury (TBI); concussion, subsequent encounter
INJ046	NA	0.4505008	Spinal cord injury (SCI), subsequent encounter
INJ047	NA	0.3929901	Internal organ injury, subsequent encounter
INJ048	8.2117726	2.4549442	Open wounds of head and neck, subsequent encounter
INJ049	2.0760099	2.4737321	Open wounds to limbs, subsequent encounter
INJ050	NA	0.8937355	Open wounds of trunk, subsequent encounter
INJ051	NA	NA	Amputation of a limb, subsequent encounter
INJ052	NA	NA	Amputation of other body parts, subsequent encounter
INJ053	NA	NA	Injury to blood vessels, subsequent encounter
INJ054	4.9270636	5.3624127	Superficial injury; contusion, subsequent encounter
INJ055	NA	NA	Crushing injury, subsequent encounter
INJ056	1.8950245	0.6156844	Burns and corrosion, subsequent encounter
INJ057	12.3176590	3.9579713	Effect of foreign body entering opening, subsequent encounter
INJ058	NA	NA	Effect of other external causes, subsequent encounter
INJ059	3.9416509	2.5187090	Poisoning by drugs, subsequent encounter
INJ060	NA	4.2624306	Toxic effects, subsequent encounter
INJ061	4.1058863	2.9684785	Sprains and strains, subsequent encounter
INJ062	NA	NA	Injury to nerves, muscles and tendons, subsequent encounter
INJ063	NA	2.7705799	Other specified injury, subsequent encounter
INJ064	NA	2.5187090	Other unspecified injuries, subsequent encounter
INJ065	1.9867192	1.4582000	Adverse effects of drugs and medicaments, subsequent encounter
INJ066	NA	27.7057991	Underdosing of drugs and medicaments, subsequent encounter
INJ067	NA	NA	Allergic reactions, subsequent encounter
INJ068	8.0332558	3.4632249	Maltreatment/abuse, subsequent encounter
INJ069	NA	2.3088166	Complication of cardiovascular device, implant or graft, subsequent encounter
INJ070	NA	NA	Complication of genitourinary device, implant or graft, subsequent encounter
INJ071	NA	NA	Complication of internal orthopedic device or implant, subsequent encounter
INJ072	1.3686288	1.2480090	Complication of other surgical or medical care, injury, subsequent encounter
INJ073	0.9296346	0.8030666	Injury, sequela
INJ074	3.0043071	2.9474254	Effect of other external causes, sequela
INJ075	3.6228409	2.8520676	Poisoning/toxic effect/adverse effects/underdosing, sequela
INJ076	3.1583741	NA	Complication, sequela
MAL001	2.3982262	1.2953597	Cardiac and circulatory congenital anomalies
MAL002	1.4722302	0.6837507	Digestive congenital anomalies
MAL003	0.9204229	0.7753920	Genitourinary congenital anomalies
MAL004	2.4439399	1.1840279	Nervous system congenital anomalies
MAL005	2.1164362	0.9771755	Congenital malformations of eye, ear, face, neck
MAL006	0.6642237	0.4491315	Cleft lip or palate
MAL007	1.1557529	0.6964375	Respiratory congenital malformations
MAL008	1.6686484	0.8970346	Musculoskeletal congenital conditions
MAL009	5.3531706	2.2312477	Chromosomal abnormalities
MAL010	3.7816627	1.6540245	Other specified and unspecified congenital anomalies
MBD001	4.6414367	1.8221891	Schizophrenia spectrum and other psychotic disorders
MBD002	1.1643652	1.2220290	Depressive disorders
MBD003	2.7226454	2.3950705	Bipolar and related disorders
MBD004	4.5780618	3.5202743	Other specified and unspecified mood disorders
MBD005	1.9557347	2.1151915	Anxiety and fear-related disorders
MBD006	7.7721975	5.8689765	Obsessive-compulsive and related disorders
MBD007	1.4422004	1.4328210	Trauma- and stressor-related disorders
MBD008	6.0345880	3.9261235	Disruptive, impulse-control and conduct disorders
MBD009	1.8032722	1.5645308	Personality disorders
MBD010	1.7979867	3.5843806	Feeding and eating disorders
MBD011	2.6232051	1.8690420	Somatic disorders
MBD012	1.0194465	1.0322053	Suicidal ideation/attempt/intentional self-harm
MBD013	1.0497094	2.5213137	Miscellaneous mental and behavioral disorders/conditions
MBD014	NA	NA	Neurodevelopmental disorders
MBD017	0.3467100	0.1727823	Alcohol-related disorders
MBD018	0.2192109	0.2858300	Opioid-related disorders
MBD019	0.3045267	0.2743977	Cannabis-related disorders
MBD020	0.9904550	0.7646658	Sedative-related disorders
MBD021	0.2223404	0.2689505	Stimulant-related disorders
MBD022	0.2410501	0.0866483	Hallucinogen-related disorders
MBD023	2.0529432	0.7696055	Inhalant-related disorders
MBD024	0.2126007	0.3465101	Tobacco-related disorders
MBD025	0.1209155	0.2704747	Other specified substance-related disorders
MBD026	0.5517428	0.3840408	Mental and substance use disorders in remission
MBD027	4.1058863	2.7251606	Suicide attempt/intentional self-harm; subsequent encounter
MBD028	NA	3.4632249	Opioid-related disorders; subsequent encounter
MBD029	NA	NA	Stimulant-related disorders; subsequent encounter
MBD030	NA	NA	Cannabis-related disorders; subsequent encounter
MBD032	9.4751223	NA	Sedative-related disorders; subsequent encounter
MBD034	5.1323579	1.7316124	Mental and substance use disorders; sequela
MUS001	0.2136628	0.3867924	Infective arthritis
MUS002	1.2041703	0.5215377	Osteomyelitis
MUS003	1.3244795	0.9595082	Rheumatoid arthritis and related disease
MUS004	1.6446628	1.1470554	Juvenile arthritis
MUS005	1.2442080	0.4776862	Other specified chronic arthropathy
MUS006	1.0494278	0.8284126	Osteoarthritis
MUS007	0.8536494	0.6427113	Other specified joint disorders
MUS008	NA	1.2352904	Immune-mediated/reactive arthropathies
MUS009	1.1792363	0.7607595	Tendon and synovial disorders
MUS010	0.7555220	0.6982158	Musculoskeletal pain, not low back pain
MUS011	1.0478655	0.6451275	Spondylopathies/spondyloarthropathy (including infective)
MUS012	0.8494937	0.4262431	Biomechanical lesions
MUS013	4.1354251	0.9553724	Osteoporosis
MUS014	2.3687806	0.9745758	Pathological fracture, initial encounter
MUS015	NA	0.5654245	Pathological fracture, subsequent encounter
MUS016	NA	3.0408804	Stress fracture, initial encounter
MUS017	NA	9.2352664	Stress fracture, subsequent encounter
MUS018	NA	NA	Atypical fracture, initial encounter
MUS020	NA	5.5411598	Pathological, stress and atypical fractures, sequela
MUS021	2.7180391	1.4764846	Acquired foot deformities
MUS022	1.9667757	1.1997178	Scoliosis and other postural dorsopathic deformities
MUS023	1.1764301	0.7584137	Acquired deformities (excluding foot)
MUS024	0.9414291	0.7260830	Systemic lupus erythematosus and connective tissue disorders
MUS025	1.6062147	0.7567788	Other specified connective tissue disease
MUS026	1.5854954	0.6531381	Muscle disorders
MUS027	5.1323579	1.0389675	Musculoskeletal abscess
MUS028	0.8933309	0.6585066	Other specified bone disease and musculoskeletal deformities
MUS029	0.4528551	0.5212083	Disorders of jaw
MUS030	0.3612217	0.3645500	Aseptic necrosis and osteonecrosis
MUS031	NA	1.3193238	Traumatic arthropathy
MUS032	NA	NA	Neurogenic/neuropathic arthropathy
MUS033	NA	0.8795492	Gout
MUS034	NA	NA	Crystal arthropathies (excluding gout)
MUS035	NA	NA	Osteomalacia
MUS036	NA	0.6596619	Autoinflammatory syndromes
MUS037	0.9827919	0.3395319	Postprocedural or postoperative musculoskeletal system complication
MUS038	0.5650302	0.3320269	Low back pain
NEO001	NA	0.1787471	Head and neck cancers - eye
NEO002	NA	0.5541160	Head and neck cancers - lip and oral cavity
NEO003	NA	10.3896747	Head and neck cancers - throat
NEO004	NA	NA	Head and neck cancers - salivary gland
NEO005	NA	NA	Head and neck cancers - nasopharyngeal
NEO006	NA	27.7057991	Head and neck cancers - hypopharyngeal
NEO007	12.3176590	8.3117397	Head and neck cancers - pharyngeal
NEO008	NA	NA	Head and neck cancers - laryngeal
NEO009	NA	NA	Head and neck cancers - tonsils
NEO010	NA	NA	Head and neck cancers - all other types
NEO011	NA	0.4983057	Cardiac cancers
NEO012	NA	NA	Gastrointestinal cancers - esophagus
NEO013	NA	NA	Gastrointestinal cancers - stomach
NEO014	NA	NA	Gastrointestinal cancers - small intestine
NEO015	NA	2.1131542	Gastrointestinal cancers - colorectal
NEO016	NA	NA	Gastrointestinal cancers - anus
NEO017	NA	0.1219177	Gastrointestinal cancers - liver
NEO018	NA	NA	Gastrointestinal cancers - bile duct
NEO019	NA	NA	Gastrointestinal cancers - gallbladder
NEO020	NA	0.8937355	Gastrointestinal cancers - peritoneum
NEO021	NA	NA	Gastrointestinal cancers - all other types
NEO022	NA	0.2784502	Respiratory cancers
NEO023	0.4763426	0.4056228	Bone cancer
NEO024	0.4453239	0.4625608	Sarcoma
NEO025	NA	0.8658062	Skin cancers - melanoma
NEO026	NA	NA	Skin cancers - basal cell carcinoma
NEO027	NA	NA	Skin cancers - squamous cell carcinoma
NEO028	NA	NA	Skin cancers - all other types
NEO029	NA	NA	Breast cancer - ductal carcinoma in situ (DCIS)
NEO030	NA	NA	Breast cancer - all other types
NEO031	NA	NA	Female reproductive system cancers - uterus
NEO032	NA	NA	Female reproductive system cancers - cervix
NEO033	1.0978306	NA	Female reproductive system cancers - ovary
NEO034	NA	NA	Female reproductive system cancers - fallopian tube
NEO035	NA	NA	Female reproductive system cancers - endometrium
NEO036	NA	NA	Female reproductive system cancers - vulva
NEO037	NA	NA	Female reproductive system cancers - vagina
NEO038	NA	NA	Female reproductive system cancers - all other types
NEO039	NA	NA	Male reproductive system cancers - prostate
NEO040	NA	0.7735122	Male reproductive system cancers - testis
NEO041	NA	NA	Male reproductive system cancers - penis
NEO042	NA	NA	Male reproductive system cancers - all other types
NEO043	NA	1.2405582	Urinary system cancers - bladder
NEO044	NA	NA	Urinary system cancers - ureter and renal pelvis
NEO045	0.1072033	0.6029899	Urinary system cancers - kidney
NEO046	NA	NA	Urinary system cancers - urethra
NEO047	NA	NA	Urinary system cancers - all other types
NEO048	0.9508882	0.3834917	Nervous system cancers - brain
NEO049	0.2582318	0.2541816	Nervous system cancers - all other types
NEO050	0.6640247	1.7316124	Endocrine system cancers - thyroid
NEO051	NA	NA	Endocrine system cancers - pancreas
NEO052	NA	NA	Endocrine system cancers - thymus
NEO053	NA	NA	Endocrine system cancers - adrenocortical
NEO054	NA	NA	Endocrine system cancers - parathyroid
NEO055	4.5620959	NA	Endocrine system cancers - pituitary gland
NEO056	0.4963939	0.2575846	Endocrine system cancers - all other types
NEO057	0.6936735	0.3763807	Hodgkin lymphoma
NEO058	0.4481477	0.3160057	Non-Hodgkin lymphoma
NEO059	0.4438296	0.3523583	Leukemia - acute lymphoblastic leukemia (ALL)
NEO060	0.4249911	0.3869525	Leukemia - acute myeloid leukemia (AML)
NEO061	NA	NA	Leukemia - chronic lymphocytic leukemia (CLL)
NEO062	NA	0.1799078	Leukemia - chronic myeloid leukemia (CML)
NEO064	0.9426780	0.3854720	Leukemia - all other types
NEO065	NA	6.0229998	Multiple myeloma
NEO066	2.6207785	NA	Malignant neuroendocrine tumors
NEO067	NA	NA	Mesothelioma
NEO068	1.3388760	1.1789702	Myelodysplastic syndrome (MDS)
NEO069	0.5782938	0.6486307	Cancer of other sites
NEO070	0.3301689	0.4711463	Secondary malignancies
NEO071	NA	1.4711044	Malignant neoplasm, unspecified
NEO072	0.8469541	0.9502618	Neoplasms of unspecified nature or uncertain behavior
NEO073	1.3766658	0.9883633	Benign neoplasms
NEO074	0.5746964	0.4652049	Conditions due to neoplasm or the treatment of neoplasm
NVS001	0.5750541	0.4606199	Meningitis
NVS002	1.7908101	0.8119522	Encephalitis
NVS003	NA	NA	Other specified CNS infection and poliomyelitis
NVS004	17.5966557	4.8183998	Parkinson`s disease
NVS005	0.1730008	0.6044902	Multiple sclerosis
NVS006	2.7580337	1.5691957	Other specified hereditary and degenerative nervous system conditions
NVS007	3.6989376	1.2943995	Cerebral palsy
NVS008	1.3234055	0.5236345	Paralysis (other than cerebral palsy)
NVS009	5.3324549	2.8516099	Epilepsy; convulsions
NVS010	1.1231033	1.1526009	Headache; including migraine
NVS011	3.1232159	1.1978601	Neurocognitive disorders
NVS012	1.1197872	0.4363118	Transient cerebral ischemia
NVS013	1.0987010	0.8853084	Coma; stupor; and brain damage
NVS014	1.8834341	0.3326597	CNS abscess
NVS015	0.7750855	0.7486089	Polyneuropathies
NVS016	2.8807521	1.7751012	Sleep wake disorders
NVS017	0.8857377	0.5359943	Nerve and nerve root disorders
NVS018	1.1204662	1.3589314	Myopathies
NVS019	1.0142030	0.6522165	Nervous system pain and pain syndromes
NVS020	1.7772998	0.8639661	Other specified nervous system disorders
NVS021	0.8567151	0.7004275	Postprocedural or postoperative nervous system complication
NVS022	8.7983278	1.4486692	Sequela of specified nervous system conditions
PNL002	1.2317659	0.4295473	Short gestation; low birth weight; and fetal growth retardation
PNL003	NA	NA	Neonatal acidemia and hypoxia
PNL004	4.2474686	NA	Neonatal cerebral disorders
PNL005	NA	NA	Respiratory distress syndrome
PNL006	2.0226041	0.7144762	Respiratory perinatal condition
PNL007	NA	NA	Hemolytic jaundice and perinatal jaundice
PNL008	NA	NA	Birth trauma
PNL009	NA	1.5392111	Perinatal infections
PNL010	9.1241918	6.5190115	Newborn affected by maternal conditions or complications of labor/delivery
PNL011	NA	NA	Hemorrhagic and hematologic disorders of newborn
PNL012	NA	NA	Neonatal digestive and feeding disorders
PNL013	1.0804964	0.6716557	Other specified and unspecified perinatal conditions
PNL014	NA	5.5411598	Neonatal abstinence syndrome
PNL015	9.1618951	5.8839120	Fetal alcohol syndrome
PRG001	NA	NA	Antenatal screening
PRG002	0.0213837	NA	Gestational weeks
PRG003	NA	NA	Spontaneous abortion and complications of spontaneous abortion
PRG004	NA	NA	Induced abortion and complications of termination of pregnancy
PRG005	NA	NA	Ectopic pregnancy and complications of ectopic pregnancy
PRG006	NA	NA	Molar pregnancy and other abnormal products of conception
PRG007	NA	NA	Complications following ectopic and/or molar pregnancy
PRG008	0.0532224	NA	Supervision of high-risk pregnancy
PRG009	NA	NA	Early, first or unspecified trimester hemorrhage
PRG010	0.0270322	NA	Hemorrhage after first trimester
PRG011	0.0206482	NA	Early or threatened labor
PRG012	NA	NA	Multiple gestation
PRG013	0.0480408	NA	Maternal care related to fetal conditions
PRG014	0.0444922	NA	Polyhydramnios and other problems of amniotic cavity
PRG015	NA	NA	Obstetric history affecting care in pregnancy
PRG016	NA	NA	Previous C-section
PRG017	0.0625579	NA	Maternal care for abnormality of pelvic organs
PRG018	0.0278932	NA	Maternal care related to disorders of the placenta and placental implantation
PRG019	0.0158856	NA	Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
PRG020	0.0350055	NA	Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium
PRG021	0.0592480	NA	Maternal intrauterine infection
PRG022	0.0163360	NA	Prolonged pregnancy
PRG023	0.0341642	NA	Complications specified during childbirth
PRG024	0.0362579	NA	Malposition, disproportion or other labor complications
PRG025	NA	NA	Anesthesia complications during pregnancy
PRG026	0.0217765	NA	OB-related trauma to perineum and vulva
PRG027	0.0295185	NA	Complications specified during the puerperium
PRG028	0.0625449	NA	Other specified complications in pregnancy
PRG029	0.0130849	NA	Uncomplicated pregnancy, delivery or puerperium
PRG030	0.0216750	NA	Maternal outcome of delivery
RSP001	1.3562765	0.8790073	Sinusitis
RSP002	0.9190126	0.5646829	Pneumonia (except that caused by tuberculosis)
RSP003	1.0564770	0.7830764	Influenza
RSP004	0.9612812	0.5732669	Acute and chronic tonsillitis
RSP005	0.3475411	0.1616455	Acute bronchitis
RSP006	0.9528400	0.6079016	Other specified upper respiratory infections
RSP007	1.5633200	1.0484609	Other specified and unspecified upper respiratory disease
RSP008	0.4905657	0.6184730	Chronic obstructive pulmonary disease and bronchiectasis
RSP009	1.1292055	0.8963724	Asthma
RSP010	1.8881083	1.1463493	Aspiration pneumonitis
RSP011	1.0229703	0.7242085	Pleurisy, pleural effusion and pulmonary collapse
RSP012	0.6912929	0.4032740	Respiratory failure; insufficiency; arrest
RSP013	0.4352530	0.8678925	Lung disease due to external agents
RSP014	0.7188024	0.3349053	Pneumothorax
RSP015	0.7845643	0.3420469	Mediastinal disorders
RSP016	0.9101078	0.5879595	Other specified and unspecified lower respiratory disease
RSP017	0.6575994	0.6110617	Postprocedural or postoperative respiratory system complication
SKN001	0.9372246	0.6133686	Skin and subcutaneous tissue infections
SKN002	1.3149286	1.0671960	Other specified inflammatory condition of skin
SKN003	3.2323754	0.7242339	Pressure ulcer of skin
SKN004	2.3753061	0.9648786	Non-pressure ulcer of skin
SKN005	1.7296034	0.6264029	Contact dermatitis
SKN006	1.8061084	0.4969650	Postprocedural or postoperative skin complication
SKN007	1.3222920	1.0194357	Other specified and unspecified skin disorders
SYM001	1.4028598	0.8627799	Syncope
SYM002	0.9297585	0.5850820	Fever
SYM003	0.8879370	0.7424209	Shock
SYM004	1.1796145	0.8459603	Nausea and vomiting
SYM005	1.9125758	1.0226462	Dysphagia
SYM006	1.0616543	0.8401602	Abdominal pain and other digestive/abdomen signs and symptoms
SYM007	1.1497310	1.0758063	Malaise and fatigue
SYM008	5.8558105	3.0361445	Symptoms of mental and substance use conditions
SYM009	NA	0.8658062	Abnormal findings related to substance use
SYM010	2.1434217	1.3367899	Nervous system signs and symptoms
SYM011	1.3346301	1.0076154	Genitourinary signs and symptoms
SYM012	0.9072769	0.7543325	Circulatory signs and symptoms
SYM013	0.8961395	0.5382760	Respiratory signs and symptoms
SYM014	1.2281220	0.7982097	Skin/Subcutaneous signs and symptoms
SYM015	2.0514566	1.4833131	General sensation/perception signs and symptoms
SYM016	3.7394210	2.0009279	Other general signs and symptoms
SYM017	1.4219796	0.8116032	Abnormal findings without diagnosis

Age- and Sex- specific SMR

21 by age and sex

For the following plot, if there is no column for one category, that means its SMR is < 1. If only one color appears for one category, that means the disappeared color has SMR < 1.

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   age = col_character(),
##   sex = col_character(),
##   sex_count = col_double()
## )

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   AGE = col_character(),
##   FEMALE = col_double(),
##   count = col_double()
## )

## Joining, by = c("DXCCSR_cat", "age", "sex")Joining, by = c("age",
## "sex")Joining, by = c("DXCCSR_cat", "age", "sex")Joining, by = c("age",
## "sex")

DXCCSR_cat	sex	description	1~4	10~14	15~20	5~9
BLD	female	Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism	0.5937796	0.6886253	0.6907757	0.6910343
BLD	male	Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism	0.8128751	0.6287075	0.6706230	0.6891334
CIR	female	Diseases of the Circulatory System	0.6097734	0.8886119	1.0639955	0.9273175
CIR	male	Diseases of the Circulatory System	0.8192671	0.7636474	0.8123527	0.8464307
DIG	female	Diseases of the Digestive System	1.3191344	1.0361758	1.8503227	1.1893362
DIG	male	Diseases of the Digestive System	1.2371218	0.9115717	1.0228763	1.0702951
EAR	female	Diseases of the Ear and Mastoid Process	0.9596886	1.2363523	4.1701682	1.1808484
EAR	male	Diseases of the Ear and Mastoid Process	0.7537943	1.3830933	1.9580940	1.0620141
END	female	Endocrine, Nutritional and Metabolic Diseases	1.0489707	1.0769179	1.7544111	1.0935247
END	male	Endocrine, Nutritional and Metabolic Diseases	1.0682097	0.9665799	1.0320749	1.0785371
EXT	female	External Causes of Morbidity	0.8869240	0.5604315	1.4879087	2.0309036
EXT	male	External Causes of Morbidity	1.1768615	1.4743462	0.8103475	2.6691885
EYE	female	Diseases of the Eye and Adnexa	1.3653230	1.3811990	3.2045616	1.2106762
EYE	male	Diseases of the Eye and Adnexa	0.9881767	0.9314305	1.3124478	1.0131545
FAC	female	Factors Influencing Health Status and Contact with Health Services	1.0056462	1.0510025	1.1570027	1.1136822
FAC	male	Factors Influencing Health Status and Contact with Health Services	0.9766627	1.0752755	1.0590714	1.0944937
GEN	female	Diseases of the Genitourinary System	0.6753917	0.9584197	1.2309384	0.9492611
GEN	male	Diseases of the Genitourinary System	0.9095854	1.0088515	0.7653565	0.9793860
INF	female	Certain Infectious and Parasitic Diseases	0.6616896	0.8370281	1.1041717	0.7235154
INF	male	Certain Infectious and Parasitic Diseases	0.7129730	0.6966210	0.7438715	0.7581734
INJ	female	Injury, Poisoning and Certain Other Consequences of External Causes	0.9059756	0.7636469	1.6133395	0.9125684
INJ	male	Injury, Poisoning and Certain Other Consequences of External Causes	1.0786123	0.7327644	0.6497636	0.8815053
MAL	female	Congenital Malformations, Deformations and Chromosomal Abnormalities	1.1733109	1.9894089	4.7099231	1.8271525
MAL	male	Congenital Malformations, Deformations and Chromosomal Abnormalities	1.0149646	1.3542562	1.8799830	1.3149485
MBD	female	Mental, Behavioral and Neurodevelopmental Disorders	0.8264110	1.2500334	2.0976453	1.2875437
MBD	male	Mental, Behavioral and Neurodevelopmental Disorders	0.6352834	1.4270930	1.2656538	1.1698395
MUS	female	Diseases of the Musculoskeletal System and Connective Tissue	0.9173592	0.8769441	1.6828941	0.8048110
MUS	male	Diseases of the Musculoskeletal System and Connective Tissue	1.0228297	0.6423514	0.7102504	0.6971511
NEO	female	Neoplasms	0.5076618	0.4189215	0.9309491	0.4339273
NEO	male	Neoplasms	0.5441122	0.4333602	0.5625671	0.4903678
NVS	female	Diseases of the Nervous System	2.3731155	1.7660485	3.4942799	2.1271475
NVS	male	Diseases of the Nervous System	1.9277527	1.5491918	1.6487577	1.6601907
PNL	female	Certain Conditions Originating in the Perinatal Period	1.1848756	5.2476876	10.5227917	2.5828356
PNL	male	Certain Conditions Originating in the Perinatal Period	0.8508306	2.4462539	6.3852925	2.4944437
PRG	female	Pregnancy, Childbirth and the Puerperium	NA	NA	0.0442279	NA
RSP	female	Diseases of the Respiratory System	0.6641358	0.9000428	1.6637475	0.7717438
RSP	male	Diseases of the Respiratory System	0.7866791	0.8441867	0.8783602	0.8032777
SKN	female	Diseases of the Skin and Subcutaneous Tissue	0.6791330	0.9359412	2.0293484	0.8535714
SKN	male	Diseases of the Skin and Subcutaneous Tissue	0.9279156	0.7469215	1.0406732	0.8086163
SYM	female	Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified	1.1645131	1.2609638	2.1967053	1.2396683
SYM	male	Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified	1.1180053	1.1196056	1.1470965	1.1492624

540 by age and sex

I firstly show all of the data in plots. The red color indicates female while the blue color indicates males. It is in a mess but does not matter beacuse later we will structurally illustrate our findings in a more clear table.

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_sub = col_character(),
##   age = col_character(),
##   sex = col_character(),
##   sex_count = col_double()
## )

## Warning: Missing column names filled in: 'X1' [1]

## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   AGE = col_character(),
##   FEMALE = col_double(),
##   count = col_double()
## )

## Joining, by = c("age", "sex")Joining, by = c("DXCCSR", "age",
## "sex")Joining, by = c("age", "sex")Joining, by = c("DXCCSR", "age", "sex")

DXCCSR	sex	description	1~4	10~14	15~20	5~9
BLD001	female	Nutritional anemia	0.9559375	0.7195276	0.7677976	1.0991196
BLD001	male	Nutritional anemia	0.9072632	0.8091411	1.0652138	0.9891308
BLD002	female	Hemolytic anemia	0.7627035	0.8290853	0.5885087	0.2941653
BLD002	male	Hemolytic anemia	0.7143075	0.6394913	0.8486281	0.8926043
BLD003	female	Aplastic anemia	0.4896542	0.6111276	0.4924418	0.5249914
BLD003	male	Aplastic anemia	0.5248563	0.6100729	0.6662269	0.4988132
BLD004	female	Acute posthemorrhagic anemia	NA	0.5996064	0.4065063	0.8254189
BLD004	male	Acute posthemorrhagic anemia	0.7824238	0.4006785	0.3636691	0.6268397
BLD005	female	Sickle cell trait/anemia	0.3869271	0.0774358	0.2829819	0.4579964
BLD005	male	Sickle cell trait/anemia	0.5990571	0.1432296	0.1529805	0.3749214
BLD006	female	Coagulation and hemorrhagic disorders	0.4719016	0.7693597	1.1850683	0.9037706
BLD006	male	Coagulation and hemorrhagic disorders	0.7968155	0.8279809	0.9154690	0.8282735
BLD007	female	Diseases of white blood cells	0.6996249	0.7271052	1.3699230	0.5819805
BLD007	male	Diseases of white blood cells	0.9065274	0.6166252	0.5957084	0.7436485
BLD008	female	Immunity disorders	0.3505406	1.8608661	3.2837814	0.9897641
BLD008	male	Immunity disorders	1.1682152	1.1471288	1.3652256	0.9295171
BLD009	male	Postprocedural or postoperative complications of the spleen	NA	NA	4.3753941	NA
BLD009	female	Postprocedural or postoperative complications of the spleen	NA	NA	NA	NA
BLD010	female	Other specified and unspecified hematologic conditions	1.7469183	0.8326241	2.8087916	0.8968065
BLD010	male	Other specified and unspecified hematologic conditions	NA	0.6273234	0.6242070	0.4970017
CIR001	female	Chronic rheumatic heart disease	0.7382374	0.6854937	1.0119479	0.4189626
CIR001	male	Chronic rheumatic heart disease	0.2772193	0.6743727	0.4400540	1.2879745
CIR002	female	Acute rheumatic heart disease	NA	1.7241206	9.6488057	NA
CIR002	male	Acute rheumatic heart disease	7.7621410	0.7174178	1.8562278	NA
CIR003	female	Nonrheumatic and unspecified valve disorders	0.5048319	1.1651054	1.1552468	1.6929511
CIR003	male	Nonrheumatic and unspecified valve disorders	0.8009343	0.7075546	0.9857210	1.0033393
CIR004	female	Endocarditis and endocardial disease	1.5753460	0.8620603	1.6595946	1.6590920
CIR004	male	Endocarditis and endocardial disease	1.1941755	0.2107415	0.2871352	0.6509119
CIR005	female	Myocarditis and cardiomyopathy	0.3794382	1.1404540	1.5623798	0.1855808
CIR005	male	Myocarditis and cardiomyopathy	0.9350189	0.7965032	0.7799429	1.3367307
CIR006	female	Pericarditis and pericardial disease	1.0857769	1.2643551	0.2058029	0.5317603
CIR006	male	Pericarditis and pericardial disease	0.9240644	1.0312880	0.6914633	0.5539132
CIR007	female	Essential hypertension	0.8851442	1.0099878	1.3540287	1.1476642
CIR007	male	Essential hypertension	0.7542944	0.8503066	0.9516447	0.9011855
CIR008	female	Hypertension with complications and secondary hypertension	0.2090506	0.7643457	0.1858643	0.7364815
CIR008	male	Hypertension with complications and secondary hypertension	1.1592368	0.8204691	0.5104626	0.7264176
CIR009	female	Acute myocardial infarction	NA	9.4826635	NA	NA
CIR009	male	Acute myocardial infarction	23.2864231	NA	0.3329104	13.4521786
CIR010	female	Complications of acute myocardial infarction	NA	NA	NA	NA
CIR010	male	Complications of acute myocardial infarction	NA	8.4296586	NA	NA
CIR011	female	Coronary atherosclerosis and other heart disease	NA	NA	1.0530422	NA
CIR011	male	Coronary atherosclerosis and other heart disease	1.7464817	0.2218331	0.4331198	1.0620141
CIR012	female	Nonspecific chest pain	NA	0.2650434	0.2207691	0.2468887
CIR012	male	Nonspecific chest pain	1.4863674	0.3131762	0.3315005	0.5411796
CIR013	female	Acute pulmonary embolism	NA	NA	0.4779938	NA
CIR013	male	Acute pulmonary embolism	NA	0.4179996	0.1923854	0.5453586
CIR014	female	Pulmonary heart disease	1.0565194	0.7586131	1.5957640	1.3026419
CIR014	male	Pulmonary heart disease	0.5746356	0.7928887	0.6041895	0.8260110
CIR015	female	Other and ill-defined heart disease	NA	0.5596326	1.5281718	1.3212337
CIR015	male	Other and ill-defined heart disease	0.7092312	0.5886046	0.7647381	0.8049841
CIR016	female	Conduction disorders	1.1513132	1.1314542	1.4968754	1.5419071
CIR016	male	Conduction disorders	1.2936902	0.9939734	1.0859791	1.3599773
CIR017	female	Cardiac dysrhythmias	0.4649242	0.8119712	2.4550216	0.9780285
CIR017	male	Cardiac dysrhythmias	0.5080674	0.6276478	1.1013218	0.8623191
CIR018	female	Cardiac arrest and ventricular fibrillation	0.5298461	0.7758543	1.8439940	0.3160175
CIR018	male	Cardiac arrest and ventricular fibrillation	0.5124152	0.5232202	0.8210238	1.2167800
CIR019	female	Heart failure	0.2136062	1.1183485	0.9595251	0.3382451
CIR019	male	Heart failure	0.7658142	0.7365721	0.5581368	0.9662833
CIR020	female	Cerebral infarction	NA	0.4343205	4.4255855	0.4354572
CIR020	male	Cerebral infarction	NA	1.2878645	0.9486474	0.4323915
CIR021	female	Acute hemorrhagic cerebrovascular disease	1.7213536	NA	0.5251882	0.7752767
CIR021	male	Acute hemorrhagic cerebrovascular disease	0.9345722	0.3933841	0.8704159	0.7790837
CIR022	female	Sequela of hemorrhagic cerebrovascular disease	NA	1.7779994	3.7044522	1.5361963
CIR022	male	Sequela of hemorrhagic cerebrovascular disease	NA	0.6021185	0.7656940	1.0089134
CIR023	female	Occlusion or stenosis of precerebral or cerebral arteries without infarction	NA	1.3877069	3.8775574	1.5361963
CIR023	male	Occlusion or stenosis of precerebral or cerebral arteries without infarction	3.0373595	0.4112029	0.7292324	1.0907172
CIR024	female	Other and ill-defined cerebrovascular disease	3.0420474	1.2690553	1.7791537	0.4982258
CIR024	male	Other and ill-defined cerebrovascular disease	0.5415447	0.2152253	0.6194378	1.0033393
CIR025	female	Sequela of cerebral infarction and other cerebrovascular disease	NA	1.2301834	4.2836143	1.5534570
CIR025	male	Sequela of cerebral infarction and other cerebrovascular disease	1.5186798	0.9543010	1.3961372	0.4585970
CIR026	female	Peripheral and visceral vascular disease	NA	0.9946850	2.8548072	2.9626644
CIR026	male	Peripheral and visceral vascular disease	0.4784881	1.0691274	1.1715536	1.1288542
CIR027	female	Arterial dissections	NA	NA	NA	NA
CIR027	male	Arterial dissections	NA	NA	0.1570654	NA
CIR028	female	Gangrene	1.1921537	1.1266531	2.5145372	NA
CIR028	male	Gangrene	0.9314569	1.2373811	0.6781054	1.3018237
CIR029	female	Aortic; peripheral; and visceral artery aneurysms	NA	1.3546662	NA	NA
CIR029	male	Aortic; peripheral; and visceral artery aneurysms	NA	0.5619772	0.4554314	1.2611417
CIR030	female	Aortic and peripheral arterial embolism or thrombosis	2.4850528	NA	NA	NA
CIR030	male	Aortic and peripheral arterial embolism or thrombosis	NA	0.2309496	0.2822835	NA
CIR031	female	Hypotension	0.5406703	0.8889997	1.8779764	0.9023811
CIR031	male	Hypotension	0.7386002	0.8707201	0.9566274	1.2875657
CIR032	female	Other specified and unspecified circulatory disease	1.3468607	0.9289140	0.8808888	0.6869946
CIR032	male	Other specified and unspecified circulatory disease	0.7634893	0.7212542	0.2146806	0.2910327
CIR033	female	Acute phlebitis; thrombophlebitis and thromboembolism	0.5159028	1.2020278	1.5381808	0.8475566
CIR033	male	Acute phlebitis; thrombophlebitis and thromboembolism	0.9072632	0.5482705	0.4596718	1.2958521
CIR034	female	Chronic phlebitis; thrombophlebitis and thromboembolism	NA	1.4223995	NA	3.9502192
CIR034	male	Chronic phlebitis; thrombophlebitis and thromboembolism	1.0915511	NA	0.4640570	0.4293248
CIR035	female	Varicose veins of lower extremity	NA	NA	NA	NA
CIR035	male	Varicose veins of lower extremity	NA	NA	NA	NA
CIR036	female	Postthrombotic syndrome and venous insufficiency/hypertension	NA	NA	0.6757307	2.3285502
CIR036	male	Postthrombotic syndrome and venous insufficiency/hypertension	0.8029801	0.5747495	0.2759258	0.9891308
CIR037	female	Vasculitis	0.1585254	0.2866296	1.7883562	0.5014527
CIR037	male	Vasculitis	0.9303293	0.4050286	0.7077843	0.7312399
CIR038	female	Postprocedural or postoperative circulatory system complication	0.6946407	NA	1.7432716	0.3372138
CIR038	male	Postprocedural or postoperative circulatory system complication	0.7762141	0.5690909	0.6823016	0.3420045
CIR039	female	Other specified diseases of veins and lymphatics	0.3886316	0.5338765	1.0638427	0.4932269
CIR039	male	Other specified diseases of veins and lymphatics	0.4680688	0.3694660	0.6589989	0.5124079
DIG001	female	Intestinal infection	1.1374512	1.1836126	2.4673310	1.2167055
DIG001	male	Intestinal infection	1.0981115	0.8046320	0.7380183	0.9973095
DIG002	female	Disorders of teeth and gingiva	1.0618179	1.6983875	1.6638540	0.6892611
DIG002	male	Disorders of teeth and gingiva	1.8337319	1.2569074	0.8207721	1.1097451
DIG003	female	Diseases of mouth; excluding dental	0.4657131	0.9171082	1.9682099	0.8033566
DIG003	male	Diseases of mouth; excluding dental	0.9842634	0.7832657	0.9618996	0.7408645
DIG004	female	Esophageal disorders	1.6140766	1.6691280	2.5424160	1.9484589
DIG004	male	Esophageal disorders	1.3881810	1.3573478	1.7815019	1.7065188
DIG005	female	Gastroduodenal ulcer	3.2673842	0.6733252	0.8210395	2.4398412
DIG005	male	Gastroduodenal ulcer	1.8145265	1.0086771	1.1300318	0.8496113
DIG006	female	Gastrointestinal and biliary perforation	2.2620352	0.8620603	1.9208271	1.2568879
DIG006	male	Gastrointestinal and biliary perforation	0.6848948	0.8346197	0.7721284	0.9171940
DIG007	female	Gastritis and duodenitis	1.5048081	1.0094448	1.1436016	1.2776286
DIG007	male	Gastritis and duodenitis	1.6817972	0.7358577	1.0720934	0.7573613
DIG008	female	Other specified and unspecified disorders of stomach and duodenum	2.4920727	2.0104587	3.0009360	2.5011438
DIG008	male	Other specified and unspecified disorders of stomach and duodenum	1.7249202	1.6275844	1.7530197	2.1168403
DIG009	female	Appendicitis and other appendiceal conditions	0.1511900	0.2428961	0.2184334	0.3040558
DIG009	male	Appendicitis and other appendiceal conditions	0.8294636	0.2392595	0.2724072	0.3312805
DIG010	female	Abdominal hernia	1.2803973	0.3694544	0.5147626	1.5457379
DIG010	male	Abdominal hernia	0.5230727	0.8429659	1.1799219	0.5775533
DIG011	female	Regional enteritis and ulcerative colitis	4.7686148	0.2443386	1.2360436	0.7151259
DIG011	male	Regional enteritis and ulcerative colitis	1.8546709	0.5380633	0.5918408	0.5695479
DIG012	female	Intestinal obstruction and ileus	1.1274041	1.3218258	2.9696222	1.3460612
DIG012	male	Intestinal obstruction and ileus	1.0836256	1.0777646	1.0574719	1.1747622
DIG013	female	Diverticulosis and diverticulitis	NA	9.4826635	NA	NA
DIG013	male	Diverticulosis and diverticulitis	NA	1.5805610	NA	NA
DIG014	female	Hemorrhoids	NA	0.8491937	0.8175343	0.8641104
DIG014	male	Hemorrhoids	3.0373595	1.2968706	0.8732966	0.8968119
DIG015	female	Anal and rectal conditions	NA	0.9833873	1.1205905	0.8743568
DIG015	male	Anal and rectal conditions	1.1313242	0.9283765	0.8577791	1.2449317
DIG016	female	Peritonitis and intra-abdominal abscess	0.5526664	0.3660318	0.4835649	0.4433795
DIG016	male	Peritonitis and intra-abdominal abscess	0.7700348	0.2776056	0.3840917	0.3818110
DIG017	female	Biliary tract disease	0.4313906	0.4349241	0.4591703	0.7789165
DIG017	male	Biliary tract disease	0.8979341	0.3380314	0.5611764	0.6318873
DIG018	female	Hepatic failure	NA	0.4343205	1.8237303	0.5475551
DIG018	male	Hepatic failure	1.4112984	0.2741352	0.6719070	0.9171940
DIG019	female	Other specified and unspecified liver disease	NA	0.5523882	0.8858145	0.4150324
DIG019	male	Other specified and unspecified liver disease	0.5398707	0.6975096	0.9680076	0.5613738
DIG020	female	Pancreatic disorders (excluding diabetes)	0.6451142	0.5150184	1.0739975	1.2534694
DIG020	male	Pancreatic disorders (excluding diabetes)	0.9244138	0.8061421	0.7015776	0.6692290
DIG021	female	Gastrointestinal hemorrhage	0.7938751	0.8777057	2.3122181	0.8023883
DIG021	male	Gastrointestinal hemorrhage	1.0522735	0.9744499	1.0541287	1.3237852
DIG022	female	Noninfectious gastroenteritis	1.5558972	1.2026793	1.3738366	1.0309493
DIG022	male	Noninfectious gastroenteritis	1.2592492	0.7419123	0.7221853	1.0990342
DIG023	female	Noninfectious hepatitis	NA	1.0785968	2.1386528	NA
DIG023	male	Noninfectious hepatitis	NA	0.4475925	0.7786718	1.1464925
DIG024	female	Postprocedural or postoperative digestive system complication	1.0908114	1.0941535	3.1949179	0.9089605
DIG024	male	Postprocedural or postoperative digestive system complication	0.4933177	1.1004776	1.0943914	1.2147880
DIG025	female	Other specified and unspecified gastrointestinal disorders	2.1012596	1.5001813	3.1887642	1.7797793
DIG025	male	Other specified and unspecified gastrointestinal disorders	1.7452109	1.5904262	1.7619396	1.5991943
EAR001	female	Otitis media	0.8182892	0.9711974	5.2685542	1.0712459
EAR001	male	Otitis media	0.5693229	1.3003804	2.2664542	0.9899471
EAR002	female	Diseases of middle ear and mastoid (except otitis media)	1.0471142	0.5989051	3.2798312	0.9087359
EAR002	male	Diseases of middle ear and mastoid (except otitis media)	1.4315424	0.6371254	0.9911896	0.7091404
EAR003	female	Diseases of inner ear and related conditions	NA	2.1883070	2.5931165	NA
EAR003	male	Diseases of inner ear and related conditions	NA	0.4322902	0.5020944	NA
EAR004	female	Hearing loss	1.7444509	1.4410336	4.4979156	1.3543609
EAR004	male	Hearing loss	1.4692485	1.5278756	2.0292982	1.2693204
EAR005	female	Postprocedural or postoperative ear and/or mastoid process complication	NA	NA	NA	NA
EAR005	male	Postprocedural or postoperative ear and/or mastoid process complication	NA	NA	NA	2.2420298
EAR006	female	Other specified and unspecified disorders of the ear	0.6550944	0.8063997	2.9848823	1.7870039
EAR006	male	Other specified and unspecified disorders of the ear	2.2513241	1.2020904	1.9539965	1.1001449
END001	female	Thyroid disorders	1.2642904	1.6139178	3.5571980	1.8481745
END001	male	Thyroid disorders	1.0841857	1.9153396	2.4283565	1.3171193
END002	female	Diabetes mellitus without complication	NA	1.4457873	1.1097314	0.6695287
END002	male	Diabetes mellitus without complication	0.8571689	0.7278621	1.6058182	1.1650270
END003	female	Diabetes mellitus with complication	0.6140560	0.5417709	0.5738948	0.4941785
END003	male	Diabetes mellitus with complication	0.9790088	0.4300348	0.4618599	0.7803243
END004	female	Diabetes mellitus, Type 1	0.5759698	0.5749181	0.3911678	0.4695745
END004	male	Diabetes mellitus, Type 1	1.0226426	0.4081275	0.4678226	0.7816424
END005	female	Diabetes mellitus, Type 2	NA	1.7010139	3.3152888	NA
END005	male	Diabetes mellitus, Type 2	NA	0.9885812	1.6794031	1.5741911
END006	female	Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type	NA	0.3971796	0.8980490	1.8683469
END006	male	Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type	NA	0.4907078	0.6406616	1.0260136
END007	female	Nutritional deficiencies	1.3738278	1.1741217	3.0605547	1.1996327
END007	male	Nutritional deficiencies	0.8934839	1.2558151	1.5619883	1.4621933
END008	female	Malnutrition	1.7614517	0.8473430	2.6673129	1.5209153
END008	male	Malnutrition	0.9152950	0.9797547	0.8915713	1.0272573
END009	female	Obesity	2.1715538	1.3529132	1.6509787	1.1545526
END009	male	Obesity	2.7943708	1.2089746	1.7481051	1.4424757
END010	female	Disorders of lipid metabolism	NA	1.7401696	2.5859334	0.9659925
END010	male	Disorders of lipid metabolism	0.3838421	1.5500080	1.6133909	1.1210149
END011	female	Fluid and electrolyte disorders	0.9832245	0.9310329	1.4002449	1.0248792
END011	male	Fluid and electrolyte disorders	1.0466676	0.7979686	0.6965156	1.0153372
END012	female	Cystic fibrosis	NA	0.1901286	1.7313676	0.2993400
END012	male	Cystic fibrosis	1.6856124	0.7054865	0.4640570	0.5369567
END013	female	Pituitary disorders	0.8585827	1.4048390	5.9174623	0.8653396
END013	male	Pituitary disorders	0.6841495	1.1667933	1.3297766	1.3281308
END014	female	Postprocedural or postoperative endocrine or metabolic complication	NA	1.9619304	1.6595946	NA
END014	male	Postprocedural or postoperative endocrine or metabolic complication	3.5521662	0.5352164	0.8688726	NA
END015	female	Other specified and unspecified endocrine disorders	1.4044875	1.4059962	3.2094832	2.1464661
END015	male	Other specified and unspecified endocrine disorders	1.3798263	1.1401818	1.2649051	1.5074923
END016	female	Other specified and unspecified nutritional and metabolic disorders	1.1134709	1.0233490	2.1067426	0.9585432
END016	male	Other specified and unspecified nutritional and metabolic disorders	0.9926717	1.0394466	0.9784128	1.0040629
END017	female	Sequela of malnutrition and other nutritional deficiencies	NA	NA	NA	NA
END017	male	Sequela of malnutrition and other nutritional deficiencies	NA	NA	NA	NA
EXT002	female	External cause codes: drowning/submersion; initial encounter	0.9094781	NA	NA	0.7575763
EXT002	male	External cause codes: drowning/submersion; initial encounter	0.8316580	1.7935444	1.4245469	1.6956528
EXT004	female	External cause codes: fire/burn; initial encounter	2.6334141	NA	NA	NA
EXT004	male	External cause codes: fire/burn; initial encounter	NA	2.6974908	1.4584647	4.6565234
EXT011	female	External cause codes: natural/environment; initial encounter	NA	NA	NA	NA
EXT011	male	External cause codes: natural/environment; initial encounter	NA	NA	6.1255518	6.7260893
EXT012	female	External cause codes: bites; initial encounter	NA	NA	NA	2.7651534
EXT012	male	External cause codes: bites; initial encounter	NA	0.4958623	NA	0.6958023
EXT013	male	External cause codes: overexertion; initial encounter	NA	NA	NA	NA
EXT013	female	External cause codes: overexertion; initial encounter	NA	NA	NA	NA
EXT014	female	External cause codes: poisoning by drug	0.6583535	0.4551678	1.1765189	3.1011066
EXT014	male	External cause codes: poisoning by drug	1.2509236	1.1954039	0.5845789	3.8434796
EXT015	female	External cause codes: poisoning by non-drug	2.8806326	1.6102636	1.6865799	1.4553439
EXT015	male	External cause codes: poisoning by non-drug	1.4785031	1.1920729	0.6694592	1.9087551
EXT017	female	External cause codes: suffocation/inhalation; initial encounter	NA	0.8127997	1.5481293	1.2568879
EXT017	male	External cause codes: suffocation/inhalation; initial encounter	1.1890939	1.7746650	0.8277773	1.8343880
EXT018	female	External cause codes: other specified, classifiable and NEC; initial encounter	0.7275825	1.7047485	8.8843393	1.8434356
EXT018	male	External cause codes: other specified, classifiable and NEC; initial encounter	1.2530811	2.5641547	5.4368803	2.5018877
EXT019	male	External cause codes: unspecified mechanism	69.8592693	1.1707859	0.8948349	NA
EXT019	female	External cause codes: unspecified mechanism	NA	0.6170931	2.5790125	NA
EXT020	female	External cause codes: intent of injury, accidental/unintentional	0.8124011	1.2407223	2.6449127	2.1015166
EXT020	male	External cause codes: intent of injury, accidental/unintentional	1.2555584	1.8457096	0.9780762	2.7870536
EXT021	female	External cause codes: intent of injury, self-harm	NA	0.4277893	1.1931768	NA
EXT021	male	External cause codes: intent of injury, self-harm	23.2864231	1.0280072	0.6873632	0.8968119
EXT022	female	External cause codes: intent of injury, assault	1.3784277	1.1853329	8.7809237	3.6067218
EXT022	male	External cause codes: intent of injury, assault	0.8861641	3.6528521	5.5686834	3.5400470
EXT023	female	External cause codes: intent of injury, undetermined	0.8244801	0.5219815	NA	0.6144785
EXT023	male	External cause codes: intent of injury, undetermined	0.9389687	1.4660276	0.4244031	1.8205956
EYE001	female	Cornea and external disease	0.9687783	1.3933710	2.7618993	0.7315221
EYE001	male	Cornea and external disease	0.7837869	0.5478656	0.8247377	0.6986366
EYE002	female	Cataract and other lens disorders	NA	1.4223995	9.1521760	1.4946775
EYE002	male	Cataract and other lens disorders	1.3697896	1.5905016	2.7486450	0.6840091
EYE003	female	Glaucoma	NA	4.3766139	4.6793080	NA
EYE003	male	Glaucoma	1.2936902	2.4976766	1.7884823	0.8407612
EYE004	female	Uveitis and ocular inflammation	NA	NA	NA	2.3042945
EYE004	male	Uveitis and ocular inflammation	NA	0.9498207	1.0124879	0.4203806
EYE005	female	Retinal and vitreous conditions	1.8379036	0.9251379	4.7767936	0.9141003
EYE005	male	Retinal and vitreous conditions	0.7552353	1.3933320	2.0597616	1.4809738
EYE006	female	Neuro-ophthalmology	1.0596922	1.1993883	2.4993894	0.7428770
EYE006	male	Neuro-ophthalmology	0.6782453	0.9043312	0.7800636	0.8985234
EYE007	female	Strabismus	2.6156687	3.2260608	5.3420426	1.7016329
EYE007	male	Strabismus	1.7663532	0.6844595	1.7501577	0.8667641
EYE008	female	Oculofacial plastics and orbital conditions	NA	0.3067169	1.0450847	0.6985651
EYE008	male	Oculofacial plastics and orbital conditions	0.6135695	0.3099139	1.1630795	0.5484794
EYE009	female	Refractive error	3.7015122	2.4108467	0.8071958	2.0609839
EYE009	male	Refractive error	1.8779373	1.3240302	2.4567721	1.7959715
EYE010	female	Blindness and vision defects	1.4267284	1.3000426	2.5900813	1.5269182
EYE010	male	Blindness and vision defects	1.4192628	1.0446775	1.3591404	1.1498935
EYE011	female	Postprocedural or postoperative eye complication	NA	NA	NA	NA
EYE011	male	Postprocedural or postoperative eye complication	NA	NA	NA	NA
EYE012	female	Other specified eye disorders	1.4678764	0.8297331	4.1215097	1.2762247
EYE012	male	Other specified eye disorders	0.6182236	0.7068896	1.1945304	1.1350276
FAC001	female	Encounter for administrative purposes	NA	NA	NA	NA
FAC001	male	Encounter for administrative purposes	NA	NA	NA	NA
FAC002	female	Encounter for mental health services related to abuse	NA	NA	NA	NA
FAC002	male	Encounter for mental health services related to abuse	NA	0.5108884	6.8061687	1.2611417
FAC003	female	Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)	6.3581530	NA	1.9570691	6.9128835
FAC003	male	Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)	6.6289818	2.6225605	1.6119873	5.3598524
FAC004	female	Encounter for prophylactic or other procedures	NA	NA	NA	NA
FAC004	male	Encounter for prophylactic or other procedures	NA	0.5108884	0.8277773	NA
FAC005	female	Encounter for prophylactic measures (excludes immunization)	88.2193732	NA	NA	NA
FAC005	male	Encounter for prophylactic measures (excludes immunization)	NA	NA	NA	NA
FAC006	female	Encounter for antineoplastic therapies	0.3088193	0.4660970	1.0172201	0.3741509
FAC006	male	Encounter for antineoplastic therapies	0.2999607	0.4449138	0.7251558	0.4443095
FAC007	female	Encounter for mental health conditions	NA	0.9176771	6.1375539	NA
FAC007	male	Encounter for mental health conditions	NA	2.4672172	1.0097063	NA
FAC008	female	Neoplasm-related encounters	NA	NA	NA	NA
FAC008	male	Neoplasm-related encounters	NA	1.9834491	1.3921709	2.0178268
FAC009	female	Implant, device or graft related encounter	0.6683286	0.8706101	1.8379334	1.0029510
FAC009	male	Implant, device or graft related encounter	0.8188960	0.7808795	0.8937005	0.7677944
FAC010	female	Other aftercare encounter	0.5442281	0.8873685	2.6375536	1.1127378
FAC010	male	Other aftercare encounter	0.4815508	0.8346197	0.6963583	0.8206473
FAC011	female	Counseling related to sexual behavior or orientation	NA	8.1279973	NA	NA
FAC011	male	Counseling related to sexual behavior or orientation	NA	NA	NA	NA
FAC012	female	Other specified encounters and counseling	1.1513132	0.9206469	1.7249112	0.8747410
FAC012	male	Other specified encounters and counseling	0.6082275	0.8884458	0.8932269	0.7595747
FAC013	female	Contraceptive and procreative management	NA	1.5804439	0.5961187	NA
FAC013	male	Contraceptive and procreative management	NA	NA	NA	NA
FAC014	female	Medical examination/evaluation	NA	0.1877755	0.4268505	NA
FAC014	male	Medical examination/evaluation	NA	0.4201699	0.7893752	0.7955590
FAC015	female	Resistance to antimicrobial drugs	NA	0.5268146	0.3308602	NA
FAC015	male	Resistance to antimicrobial drugs	1.3230922	0.6881354	0.4056657	0.1269073
FAC016	female	Exposure, encounters, screening or contact with infectious disease	0.9108867	0.7861275	0.2918585	0.5738321
FAC016	male	Exposure, encounters, screening or contact with infectious disease	0.6325839	0.7587452	0.6051750	0.8702476
FAC017	female	No immunization or underimmunization	0.3718414	1.5838282	0.5229187	0.9191646
FAC017	male	No immunization or underimmunization	0.5940414	1.3536678	0.9934637	0.9569076
FAC018	female	Screening for neurocognitive or neurodevelopmental condition	NA	NA	NA	NA
FAC018	male	Screening for neurocognitive or neurodevelopmental condition	NA	NA	NA	NA
FAC019	female	Socioeconomic/psychosocial factors	2.1715538	1.1717368	2.2966306	1.5609737
FAC019	male	Socioeconomic/psychosocial factors	1.3919655	1.8682718	1.5099009	2.3651402
FAC020	female	Lifestyle/life management factors	12.0299145	1.1494138	0.9235092	6.2313316
FAC020	male	Lifestyle/life management factors	4.0303425	1.1940026	0.4678509	5.4688764
FAC021	female	Personal/family history of disease	0.8703670	1.0481047	1.5438804	1.0880264
FAC021	male	Personal/family history of disease	1.0373686	1.1322563	1.1065189	1.1599405
FAC022	female	Acquired absence of limb or organ	1.0378750	0.1340832	0.7775098	0.3902434
FAC022	male	Acquired absence of limb or organ	0.6579212	0.6758209	0.5272231	0.8501592
FAC023	female	Organ transplant status	0.5761265	1.2643551	1.3305787	1.0779412
FAC023	male	Organ transplant status	0.8060685	0.5648740	0.6635432	0.7546746
FAC024	female	Carrier status	2.7568554	0.4235433	0.0421666	0.5914767
FAC024	male	Carrier status	1.1267624	1.4773629	0.1879004	1.1441286
FAC025	female	Other specified status	1.0355431	1.1127016	1.7050870	1.2192657
FAC025	male	Other specified status	0.9969747	1.0976252	1.1186198	1.1192355
GEN001	female	Nephritis; nephrosis; renal sclerosis	NA	0.3967642	0.8193101	0.0788917
GEN001	male	Nephritis; nephrosis; renal sclerosis	1.0426757	0.4995353	0.2640324	0.5753882
GEN002	female	Acute and unspecified renal failure	0.3150692	0.7604236	1.3312875	1.0201950
GEN002	male	Acute and unspecified renal failure	1.4792605	0.7859822	0.5161124	0.9165722
GEN003	female	Chronic kidney disease	0.4512500	1.1570359	1.2031554	0.9611496
GEN003	male	Chronic kidney disease	0.9569763	0.8259230	0.6317037	0.6108655
GEN004	female	Urinary tract infections	0.5553378	0.9037345	1.0530080	0.8170092
GEN004	male	Urinary tract infections	0.8074187	1.0436208	0.8787643	0.8185910
GEN005	female	Calculus of urinary tract	NA	0.5820561	0.8879951	0.2821585
GEN005	male	Calculus of urinary tract	1.1546987	0.7006470	0.9347790	0.2491144
GEN006	female	Other specified and unspecified diseases of kidney and ureters	0.6427641	0.6485104	1.1289759	0.6855752
GEN006	male	Other specified and unspecified diseases of kidney and ureters	0.9208164	0.7852285	0.5362436	0.6783729
GEN007	female	Other specified and unspecified diseases of bladder and urethra	0.4005420	0.6354362	1.9366494	0.9231832
GEN007	male	Other specified and unspecified diseases of bladder and urethra	0.4191556	0.7003101	0.6760181	0.8780795
GEN008	female	Urinary incontinence	3.7943816	2.4615764	9.2746503	2.3604968
GEN008	male	Urinary incontinence	3.4929635	2.3295075	4.1667998	2.0917456
GEN009	female	Hematuria	0.4141755	0.6232737	1.2799436	0.8193047
GEN009	male	Hematuria	0.6423841	0.5096015	0.6509619	0.7008371
GEN010	female	Proteinuria	NA	0.7263317	0.3928964	0.6663020
GEN010	male	Proteinuria	0.4421473	0.6379201	0.3828470	0.7133731
GEN011	female	Vesicoureteral reflux	0.9001977	0.5651919	5.2235441	0.7341115
GEN011	male	Vesicoureteral reflux	0.4995895	1.3040356	0.8750788	1.1353501
GEN012	male	Hyperplasia of prostate	NA	NA	NA	NA
GEN013	male	Inflammatory conditions of male genital organs	0.3484253	0.7628650	0.7072129	0.3104349
GEN014	male	Erectile dysfunction	NA	NA	NA	NA
GEN015	male	Male infertility	NA	NA	NA	NA
GEN016	male	Other specified male genital disorders	0.5549280	0.5888765	0.5221931	0.6715430
GEN017	female	Nonmalignant breast conditions	NA	NA	0.8629340	NA
GEN017	male	Nonmalignant breast conditions	NA	2.3415718	1.9888155	2.2420298
GEN018	female	Inflammatory diseases of female pelvic organs	0.6559061	0.8208618	0.5498830	0.8961145
GEN019	female	Endometriosis	NA	NA	0.3082456	NA
GEN020	female	Prolapse of female genital organs	NA	NA	NA	NA
GEN021	female	Menstrual disorders	NA	0.9680436	2.0554612	NA
GEN022	female	Benign ovarian cyst	NA	0.4592501	0.7122316	NA
GEN023	female	Menopausal disorders	NA	NA	3.5767124	NA
GEN024	female	Female infertility	NA	1.1379196	1.6595946	NA
GEN025	female	Other specified female genital disorders	1.7297916	0.8542024	1.1495259	1.0870382
GEN026	female	Postprocedural or postoperative genitourinary system complication	NA	2.9177426	1.5366616	NA
GEN026	male	Postprocedural or postoperative genitourinary system complication	0.5726170	0.5682916	0.3258272	1.1530439
INF001	female	Tuberculosis	NA	NA	NA	4.4242455
INF001	male	Tuberculosis	NA	NA	0.1950813	NA
INF002	female	Septicemia	0.7340492	0.7667922	0.9402698	0.7835857
INF002	male	Septicemia	0.8419950	0.7942696	0.7903656	0.6783516
INF003	female	Bacterial infections	0.6010674	0.7969671	1.1485878	0.6222698
INF003	male	Bacterial infections	0.7484059	0.6610080	0.7254170	0.6633663
INF004	female	Fungal infections	0.0915139	1.0908756	2.5451165	0.9951709
INF004	male	Fungal infections	0.9717136	0.8930296	1.2372580	0.9271096
INF005	female	Foodborne intoxications	NA	NA	NA	NA
INF005	male	Foodborne intoxications	NA	NA	0.6005443	2.0178268
INF006	female	HIV infection	NA	1.1611425	NA	NA
INF006	male	HIV infection	NA	NA	0.1242505	NA
INF007	female	Hepatitis	NA	0.5523882	0.2446336	2.1001165
INF007	male	Hepatitis	0.6074719	0.8690370	0.1953301	0.9277365
INF008	female	Viral infection	0.7235262	0.7227755	0.7995844	0.8303596
INF008	male	Viral infection	0.6738715	0.6806459	0.6302179	0.7810609
INF009	female	Parasitic, other specified and unspecified infections	0.6241937	0.7397094	1.6273894	0.9900805
INF009	male	Parasitic, other specified and unspecified infections	1.2029886	0.6214171	0.5205851	0.8444008
INF010	female	Sexually transmitted infections (excluding HIV and hepatitis)	NA	0.3178546	0.0272744	NA
INF010	male	Sexually transmitted infections (excluding HIV and hepatitis)	NA	NA	NA	1.6815223
INF011	female	Sequela of specified infectious disease conditions	4.0099715	8.6206032	NA	4.4840326
INF011	male	Sequela of specified infectious disease conditions	3.8810705	1.7561789	1.0938485	1.1869569
INJ001	female	Fracture of head and neck, initial encounter	0.7020109	0.2789019	0.7550476	0.4808962
INJ001	male	Fracture of head and neck, initial encounter	1.3102923	0.3627355	0.2535952	0.5879449
INJ002	female	Fracture of the spine and back, initial encounter	NA	0.6910443	1.0263417	0.9453516
INJ002	male	Fracture of the spine and back, initial encounter	3.3802872	0.3987001	0.1664552	0.2726793
INJ003	female	Fracture of torso, initial encounter	NA	NA	0.7382538	1.1521473
INJ003	male	Fracture of torso, initial encounter	4.0615854	0.6909556	0.1009484	0.4729282
INJ004	female	Fracture of the upper limb, initial encounter	1.0328122	0.2263766	0.9066841	0.2508708
INJ004	male	Fracture of the upper limb, initial encounter	1.2364472	0.2301009	0.2782597	0.2668201
INJ005	female	Fracture of the lower limb (except hip), initial encounter	0.6595841	0.7922852	0.9164428	0.7484626
INJ005	male	Fracture of the lower limb (except hip), initial encounter	0.4446095	0.2689422	0.2093117	0.4954867
INJ006	female	Fracture of the neck of the femur (hip), initial encounter	NA	1.6983875	2.7117558	0.6284440
INJ006	male	Fracture of the neck of the femur (hip), initial encounter	NA	1.0789963	0.7672925	1.5968413
INJ007	female	Dislocations, initial encounter	NA	2.8096781	0.9219970	0.8379253
INJ007	male	Dislocations, initial encounter	2.7943708	0.3665069	0.2445330	0.4638682
INJ008	female	Traumatic brain injury (TBI); concussion, initial encounter	0.9912289	0.3022363	0.7375039	0.8977771
INJ008	male	Traumatic brain injury (TBI); concussion, initial encounter	1.5277375	0.3425385	0.2458857	0.7427583
INJ009	female	Spinal cord injury (SCI), initial encounter	NA	2.0319993	2.2306379	NA
INJ009	male	Spinal cord injury (SCI), initial encounter	NA	NA	0.2916929	1.5521745
INJ010	female	Internal organ injury, initial encounter	2.6334141	0.4751230	0.4910043	0.6313136
INJ010	male	Internal organ injury, initial encounter	0.7572821	0.3282345	0.1080043	0.1888341
INJ011	female	Open wounds of head and neck, initial encounter	2.1945118	0.8491937	2.2136361	0.7373742
INJ011	male	Open wounds of head and neck, initial encounter	1.8488275	0.8768439	0.6810151	0.8262653
INJ012	female	Open wounds to limbs, initial encounter	NA	0.6434117	2.6686101	0.5097057
INJ012	male	Open wounds to limbs, initial encounter	2.1041949	0.7781223	0.6760181	1.0467113
INJ013	female	Open wounds of trunk, initial encounter	NA	NA	1.4609107	NA
INJ013	male	Open wounds of trunk, initial encounter	NA	0.3831663	0.2217617	1.5723326
INJ014	female	Amputation of a limb, initial encounter	NA	2.8447991	NA	NA
INJ014	male	Amputation of a limb, initial encounter	NA	0.6568565	0.2510472	0.2802537
INJ015	male	Amputation of other body parts, initial encounter	NA	NA	2.7843417	NA
INJ015	female	Amputation of other body parts, initial encounter	NA	NA	NA	NA
INJ016	female	Injury to blood vessels, initial encounter	NA	NA	NA	NA
INJ016	male	Injury to blood vessels, initial encounter	NA	0.2479311	0.2591912	NA
INJ017	female	Superficial injury; contusion, initial encounter	1.2105574	2.1503993	3.0753943	1.5199575
INJ017	male	Superficial injury; contusion, initial encounter	3.1583308	1.3240302	1.2643404	1.7594130
INJ018	female	Crushing injury, initial encounter	NA	6.3217757	NA	NA
INJ018	male	Crushing injury, initial encounter	NA	0.3746515	0.3347296	NA
INJ019	female	Burn and corrosion, initial encounter	0.1306954	0.5727783	2.2210848	0.8132804
INJ019	male	Burn and corrosion, initial encounter	0.4922333	0.3145395	0.3165660	0.7723739
INJ020	female	Effect of foreign body entering opening, initial encounter	0.2433638	1.6102636	7.0597937	1.1286340
INJ020	male	Effect of foreign body entering opening, initial encounter	1.4604725	2.5357510	4.6985767	2.0744014
INJ021	female	Effect of other external causes, initial encounter	0.7413393	1.8158292	1.1854247	1.0951103
INJ021	male	Effect of other external causes, initial encounter	1.3799362	0.6834858	0.6111970	1.4675104
INJ022	female	Poisoning by drugs, initial encounter	0.6583535	0.4551678	1.1765189	3.1011066
INJ022	male	Poisoning by drugs, initial encounter	1.2509236	1.1954039	0.5845789	3.8434796
INJ023	female	Toxic effects, initial encounter	2.2334019	0.7829722	1.1888213	1.7839699
INJ023	male	Toxic effects, initial encounter	1.1088773	1.0625620	0.7282690	1.4654608
INJ024	female	Sprains and strains, initial encounter	NA	NA	NA	1.7282209
INJ024	male	Sprains and strains, initial encounter	NA	0.8500496	0.2573761	0.4293248
INJ025	female	Injury to nerves, muscles and tendons, initial encounter	NA	0.7902220	NA	NA
INJ025	male	Injury to nerves, muscles and tendons, initial encounter	1.1643212	0.2357946	0.4275449	0.9608699
INJ026	female	Other specified injury	NA	2.7093324	0.9058922	1.1060614
INJ026	male	Other specified injury	2.3030528	1.0406986	0.3841566	0.8586497
INJ027	female	Other unspecified injury	3.6254537	0.8259094	2.0296713	1.4180274
INJ027	male	Other unspecified injury	0.9657963	1.1270853	0.7575047	0.6878955
INJ028	female	Adverse effects of drugs and medicaments, initial encounter	1.9624128	1.2054233	3.0205201	1.9593087
INJ028	male	Adverse effects of drugs and medicaments, initial encounter	2.3419706	1.7074825	2.3645073	2.0601331
INJ029	female	Underdosing of drugs and medicaments, initial encounter	12.6027676	3.1608878	4.3444884	6.1447854
INJ029	male	Underdosing of drugs and medicaments, initial encounter	4.1093688	1.8732575	1.9808998	4.1543493
INJ030	female	Drug induced or toxic related condition	0.6341015	1.1096055	1.5539275	0.9535012
INJ030	male	Drug induced or toxic related condition	0.8429474	1.0051262	0.8539643	1.3007196
INJ031	female	Allergic reactions	0.9174585	0.7696293	2.2267470	0.9431531
INJ031	male	Allergic reactions	1.1920144	1.0276155	1.5397499	0.8794402
INJ032	female	Maltreatment/abuse	1.3856446	1.1379196	5.4058455	3.7706637
INJ032	male	Maltreatment/abuse	0.8899270	3.8451074	8.0599366	3.6032621
INJ033	female	Complication of cardiovascular device, implant or graft, initial encounter	1.0502306	1.2980072	1.5179219	1.6265608
INJ033	male	Complication of cardiovascular device, implant or graft, initial encounter	0.7796793	1.0302916	1.1779907	1.5694208
INJ034	female	Complication of genitourinary device, implant or graft, initial encounter	NA	NA	2.6596067	1.7282209
INJ034	male	Complication of genitourinary device, implant or graft, initial encounter	NA	1.7291607	0.6005443	2.4607644
INJ035	female	Complication of internal orthopedic device or implant, initial encounter	3.0954166	0.4277893	2.7153053	0.8014937
INJ035	male	Complication of internal orthopedic device or implant, initial encounter	NA	0.7893995	0.5152333	0.4560061
INJ036	female	Complication of transplanted organs or tissue, initial encounter	0.9165649	0.5243869	1.0877493	0.7416120
INJ036	male	Complication of transplanted organs or tissue, initial encounter	1.0602587	0.6322244	0.2730558	0.7906845
INJ037	female	Complication of other surgical or medical care, injury, initial encounter	1.0928076	1.0442933	1.5597693	1.2778629
INJ037	male	Complication of other surgical or medical care, injury, initial encounter	0.9942299	1.0110658	1.2722460	0.9873801
INJ038	female	Fracture of head and neck, subsequent encounter	NA	NA	3.2413957	NA
INJ038	male	Fracture of head and neck, subsequent encounter	NA	1.4049431	0.1646654	NA
INJ039	female	Fracture of the spine and back, subsequent encounter	NA	NA	4.2050538	NA
INJ039	male	Fracture of the spine and back, subsequent encounter	23.2864231	NA	0.1424547	NA
INJ040	female	Fracture of torso, subsequent encounter	NA	NA	NA	NA
INJ040	male	Fracture of torso, subsequent encounter	NA	NA	NA	NA
INJ041	female	Fracture of the upper limb, subsequent encounter	NA	NA	6.9926738	1.7839699
INJ041	male	Fracture of the upper limb, subsequent encounter	3.4929635	0.2161451	0.7470185	1.4077861
INJ042	female	Fracture of lower limb (except hip), subsequent encounter	NA	1.1379196	1.9663443	NA
INJ042	male	Fracture of lower limb (except hip), subsequent encounter	NA	0.4112029	0.6610308	NA
INJ043	male	Fracture of the neck of the femur (hip), subsequent encounter	NA	NA	0.8277773	NA
INJ043	female	Fracture of the neck of the femur (hip), subsequent encounter	NA	NA	NA	NA
INJ044	female	Dislocations, subsequent encounter	NA	NA	NA	NA
INJ044	male	Dislocations, subsequent encounter	NA	NA	NA	3.3630447
INJ045	female	Traumatic brain injury (TBI); concussion, subsequent encounter	NA	NA	NA	2.1270411
INJ045	male	Traumatic brain injury (TBI); concussion, subsequent encounter	1.6246342	0.2081397	0.2790684	0.5173915
INJ046	female	Spinal cord injury (SCI), subsequent encounter	NA	NA	NA	NA
INJ046	male	Spinal cord injury (SCI), subsequent encounter	NA	NA	0.5671807	NA
INJ047	male	Internal organ injury, subsequent encounter	NA	NA	0.2640324	4.0356536
INJ047	female	Internal organ injury, subsequent encounter	NA	NA	NA	NA
INJ048	female	Open wounds of head and neck, subsequent encounter	NA	28.4479905	9.4295146	7.9004383
INJ048	male	Open wounds of head and neck, subsequent encounter	NA	4.5979956	3.1413086	NA
INJ049	female	Open wounds to limbs, subsequent encounter	NA	2.1470182	1.8358347	NA
INJ049	male	Open wounds to limbs, subsequent encounter	NA	1.9834491	1.9851325	3.6687760
INJ050	female	Open wounds of trunk, subsequent encounter	NA	NA	NA	NA
INJ050	male	Open wounds of trunk, subsequent encounter	NA	4.2148293	NA	NA
INJ051	female	Amputation of a limb, subsequent encounter	NA	NA	NA	NA
INJ051	male	Amputation of a limb, subsequent encounter	NA	NA	NA	NA
INJ052	male	Amputation of other body parts, subsequent encounter	NA	NA	NA	NA
INJ053	male	Injury to blood vessels, subsequent encounter	NA	NA	NA	NA
INJ053	female	Injury to blood vessels, subsequent encounter	NA	NA	NA	NA
INJ054	female	Superficial injury; contusion, subsequent encounter	NA	3.1608878	9.0195357	NA
INJ054	male	Superficial injury; contusion, subsequent encounter	NA	3.5493300	5.7788224	8.0713072
INJ055	male	Crushing injury, subsequent encounter	NA	NA	NA	NA
INJ056	female	Burns and corrosion, subsequent encounter	NA	NA	NA	3.4564418
INJ056	male	Burns and corrosion, subsequent encounter	NA	0.7024716	NA	1.8343880
INJ057	female	Effect of foreign body entering opening, subsequent encounter	NA	NA	NA	18.4343561
INJ057	male	Effect of foreign body entering opening, subsequent encounter	NA	16.8593173	NA	NA
INJ058	female	Effect of other external causes, subsequent encounter	NA	NA	NA	NA
INJ058	male	Effect of other external causes, subsequent encounter	NA	NA	NA	NA
INJ059	female	Poisoning by drugs, subsequent encounter	NA	1.9286773	6.6207230	NA
INJ059	male	Poisoning by drugs, subsequent encounter	NA	3.6127108	1.8751689	NA
INJ060	female	Toxic effects, subsequent encounter	NA	NA	NA	NA
INJ060	male	Toxic effects, subsequent encounter	NA	16.8593173	NA	10.0891340
INJ061	female	Sprains and strains, subsequent encounter	NA	8.1279973	NA	NA
INJ061	male	Sprains and strains, subsequent encounter	NA	NA	4.8359619	NA
INJ062	female	Injury to nerves, muscles and tendons, subsequent encounter	NA	NA	NA	NA
INJ062	male	Injury to nerves, muscles and tendons, subsequent encounter	NA	NA	NA	NA
INJ063	female	Other specified injury, subsequent encounter	NA	NA	NA	NA
INJ063	male	Other specified injury, subsequent encounter	NA	NA	1.8016329	20.1782679
INJ064	female	Other unspecified injuries, subsequent encounter	NA	NA	NA	NA
INJ064	male	Other unspecified injuries, subsequent encounter	NA	NA	5.1046265	NA
INJ065	female	Adverse effects of drugs and medicaments, subsequent encounter	NA	NA	8.2979729	NA
INJ065	male	Adverse effects of drugs and medicaments, subsequent encounter	NA	NA	NA	4.6565234
INJ066	female	Underdosing of drugs and medicaments, subsequent encounter	NA	NA	NA	NA
INJ066	male	Underdosing of drugs and medicaments, subsequent encounter	NA	NA	61.2555179	NA
INJ067	male	Allergic reactions, subsequent encounter	NA	NA	NA	NA
INJ067	female	Allergic reactions, subsequent encounter	NA	NA	NA	NA
INJ068	female	Maltreatment/abuse, subsequent encounter	NA	2.5861810	29.6356174	NA
INJ068	male	Maltreatment/abuse, subsequent encounter	NA	3.3718635	30.6277590	2.2420298
INJ069	male	Complication of cardiovascular device, implant or graft, subsequent encounter	NA	NA	NA	6.7260893
INJ069	female	Complication of cardiovascular device, implant or graft, subsequent encounter	NA	NA	NA	NA
INJ070	female	Complication of genitourinary device, implant or graft, subsequent encounter	NA	NA	NA	NA
INJ070	male	Complication of genitourinary device, implant or graft, subsequent encounter	NA	NA	NA	NA
INJ071	female	Complication of internal orthopedic device or implant, subsequent encounter	NA	NA	NA	NA
INJ071	male	Complication of internal orthopedic device or implant, subsequent encounter	NA	NA	NA	NA
INJ072	female	Complication of other surgical or medical care, injury, subsequent encounter	NA	NA	NA	3.4564418
INJ072	male	Complication of other surgical or medical care, injury, subsequent encounter	NA	0.6484353	2.3559815	0.8407612
INJ073	female	Injury, sequela	NA	1.0344724	1.7144572	NA
INJ073	male	Injury, sequela	1.8145265	0.4863265	0.6315002	1.2611417
INJ074	female	Effect of other external causes, sequela	NA	NA	12.9655826	NA
INJ074	male	Effect of other external causes, sequela	6.3508427	NA	3.0627759	3.7834252
INJ075	female	Poisoning/toxic effect/adverse effects/underdosing, sequela	NA	3.7930654	5.3192134	NA
INJ075	male	Poisoning/toxic effect/adverse effects/underdosing, sequela	NA	10.1155904	0.9281139	4.3239146
INJ076	female	Complication, sequela	NA	NA	NA	9.2171780
INJ076	male	Complication, sequela	NA	NA	NA	NA
MAL001	female	Cardiac and circulatory congenital anomalies	0.9025699	2.2101326	5.4306105	1.9350577
MAL001	male	Cardiac and circulatory congenital anomalies	1.0826477	1.5108738	1.8948691	1.5588938
MAL002	female	Digestive congenital anomalies	0.9712225	0.8153883	3.7560462	0.9875548
MAL002	male	Digestive congenital anomalies	0.4748294	0.8736621	1.0841685	0.7533220
MAL003	female	Genitourinary congenital anomalies	0.3598955	1.3749316	0.6197803	0.7876327
MAL003	male	Genitourinary congenital anomalies	0.6047519	0.8971013	1.1879232	0.8818266
MAL004	female	Nervous system congenital anomalies	1.4840642	1.5403311	4.3909002	1.6142909
MAL004	male	Nervous system congenital anomalies	0.9334220	1.2201265	1.5179939	1.0910725
MAL005	female	Congenital malformations of eye, ear, face, neck	0.9318948	1.5557495	5.8319086	1.1581794
MAL005	male	Congenital malformations of eye, ear, face, neck	1.3886399	1.2461235	1.0684102	0.7760872
MAL006	female	Cleft lip or palate	NA	0.8787024	2.6825343	0.2814406
MAL006	male	Cleft lip or palate	0.2922982	0.8079545	0.7629691	0.2855415
MAL007	female	Respiratory congenital malformations	0.7556263	1.0536293	4.0876714	1.1426254
MAL007	male	Respiratory congenital malformations	0.5823628	1.3586263	2.0314330	1.2649063
MAL008	female	Musculoskeletal congenital conditions	1.3724708	1.2440128	2.2789672	0.9569748
MAL008	male	Musculoskeletal congenital conditions	1.0178172	0.8231605	0.9289757	0.9936875
MAL009	female	Chromosomal abnormalities	1.5984901	4.2933556	16.2547568	3.5199622
MAL009	male	Chromosomal abnormalities	1.1033729	2.6507135	4.6924920	1.9628336
MAL010	female	Other specified and unspecified congenital anomalies	1.4366862	2.8547112	7.4569291	2.4740846
MAL010	male	Other specified and unspecified congenital anomalies	0.9973111	1.5575251	2.7779884	1.6012587
MBD001	female	Schizophrenia spectrum and other psychotic disorders	NA	3.4851413	6.7271770	4.2323777
MBD001	male	Schizophrenia spectrum and other psychotic disorders	9.3145692	3.2182016	1.6270044	3.0827909
MBD002	female	Depressive disorders	NA	0.7723537	1.6647894	0.8758404
MBD002	male	Depressive disorders	NA	1.2091207	1.0953555	1.5681059
MBD003	female	Bipolar and related disorders	35.2877493	2.2898408	3.6801128	4.0607148
MBD003	male	Bipolar and related disorders	19.9597912	2.4766073	2.0753360	3.8324192
MBD004	female	Other specified and unspecified mood disorders	NA	2.6175167	6.0467291	3.0978897
MBD004	male	Other specified and unspecified mood disorders	6.4985367	2.6009779	3.2082457	2.5036751
MBD005	female	Anxiety and fear-related disorders	6.0701404	1.3454600	2.5137887	2.3643413
MBD005	male	Anxiety and fear-related disorders	3.3410955	2.0374284	1.6807848	2.6117262
MBD006	female	Obsessive-compulsive and related disorders	5.6915725	3.9980960	11.0769956	8.9597150
MBD006	male	Obsessive-compulsive and related disorders	18.8082648	4.0649687	5.9020604	4.9703822
MBD007	female	Trauma- and stressor-related disorders	2.6733143	0.8149586	2.1497339	0.8887993
MBD007	male	Trauma- and stressor-related disorders	1.7611580	1.1742505	1.3036965	1.1586740
MBD008	female	Disruptive, impulse-control and conduct disorders	14.2707810	2.8366478	8.8685584	4.1573374
MBD008	male	Disruptive, impulse-control and conduct disorders	9.6516096	2.6907639	3.8321265	2.9019938
MBD009	female	Personality disorders	NA	1.1515678	2.8339025	4.0965236
MBD009	male	Personality disorders	7.7621410	2.7693979	1.2997175	4.1273730
MBD010	female	Feeding and eating disorders	5.6915725	0.8134453	2.3908166	5.4695342
MBD010	male	Feeding and eating disorders	8.9658955	2.2919348	2.9441904	5.7055792
MBD011	female	Somatic disorders	NA	1.5071783	4.3090364	0.7900438
MBD011	male	Somatic disorders	7.7621410	1.6637484	1.3007929	1.4160188
MBD012	female	Suicidal ideation/attempt/intentional self-harm	NA	0.6825883	1.3857786	0.9875548
MBD012	male	Suicidal ideation/attempt/intentional self-harm	4.3662043	1.2462996	0.7976217	1.2079739
MBD013	female	Miscellaneous mental and behavioral disorders/conditions	18.5724996	1.2943162	1.3344093	5.0275517
MBD013	male	Miscellaneous mental and behavioral disorders/conditions	3.1048564	2.0845577	2.4108597	2.0950114
MBD014	female	Neurodevelopmental disorders	NA	NA	NA	NA
MBD014	male	Neurodevelopmental disorders	NA	NA	NA	NA
MBD017	female	Alcohol-related disorders	NA	0.2506431	0.5529654	NA
MBD017	male	Alcohol-related disorders	NA	0.2736902	0.1804082	NA
MBD018	female	Opioid-related disorders	NA	0.1772460	0.3011968	1.3012487
MBD018	male	Opioid-related disorders	1.0747580	0.4052720	0.2643504	0.9429097
MBD019	female	Cannabis-related disorders	NA	0.1312177	0.5171457	NA
MBD019	male	Cannabis-related disorders	NA	0.2049765	0.3009278	NA
MBD020	female	Sedative-related disorders	NA	1.0654678	0.7171973	10.3693253
MBD020	male	Sedative-related disorders	5.4201157	1.9757012	0.4660275	8.3345020
MBD021	female	Stimulant-related disorders	1.7297916	0.3490551	0.2342926	5.0275517
MBD021	male	Stimulant-related disorders	0.4817881	0.8224057	0.2360171	3.1652185
MBD022	female	Hallucinogen-related disorders	NA	NA	0.4330884	NA
MBD022	male	Hallucinogen-related disorders	NA	NA	0.0980873	NA
MBD023	male	Inhalant-related disorders	NA	NA	0.9987313	NA
MBD023	female	Inhalant-related disorders	NA	NA	4.1489864	NA
MBD024	female	Tobacco-related disorders	NA	0.3200899	0.3379730	NA
MBD024	male	Tobacco-related disorders	NA	0.8246405	0.3598020	3.1043489
MBD025	female	Other specified substance-related disorders	NA	0.1890232	0.1473810	6.9128835
MBD025	male	Other specified substance-related disorders	NA	1.2229557	0.2185587	1.9217398
MBD026	female	Mental and substance use disorders in remission	NA	1.0735091	0.7426587	NA
MBD026	male	Mental and substance use disorders in remission	NA	1.6859317	0.3164025	NA
MBD027	female	Suicide attempt/intentional self-harm; subsequent encounter	NA	1.8965327	6.9536085	NA
MBD027	male	Suicide attempt/intentional self-harm; subsequent encounter	NA	3.8906117	1.9142349	NA
MBD028	male	Opioid-related disorders; subsequent encounter	NA	8.4296586	NA	NA
MBD028	female	Opioid-related disorders; subsequent encounter	NA	NA	NA	NA
MBD029	female	Stimulant-related disorders; subsequent encounter	NA	NA	NA	NA
MBD029	male	Stimulant-related disorders; subsequent encounter	NA	NA	NA	NA
MBD030	male	Cannabis-related disorders; subsequent encounter	NA	NA	NA	NA
MBD032	female	Sedative-related disorders; subsequent encounter	NA	NA	20.7449322	NA
MBD032	male	Sedative-related disorders; subsequent encounter	NA	NA	NA	NA
MBD034	female	Mental and substance use disorders; sequela	NA	7.1119976	NA	NA
MBD034	male	Mental and substance use disorders; sequela	NA	NA	NA	NA
MUS001	female	Infective arthritis	NA	NA	0.7740646	0.1621791
MUS001	male	Infective arthritis	0.6279485	0.3242176	0.3767914	0.3124953
MUS002	female	Osteomyelitis	0.7305952	0.6703503	3.1806540	0.3916648
MUS002	male	Osteomyelitis	0.5509406	0.2892530	0.3462268	0.7885760
MUS003	female	Rheumatoid arthritis and related disease	NA	4.0639986	0.3764960	2.5137758
MUS003	male	Rheumatoid arthritis and related disease	NA	0.4322902	1.3072824	NA
MUS004	female	Juvenile arthritis	NA	0.5064924	2.7882973	1.5291171
MUS004	male	Juvenile arthritis	2.2060822	0.9483366	1.0982065	0.8269782
MUS005	female	Other specified chronic arthropathy	58.8129155	NA	NA	NA
MUS005	male	Other specified chronic arthropathy	NA	NA	0.7656940	NA
MUS006	female	Osteoarthritis	NA	NA	1.7097472	1.8746803
MUS006	male	Osteoarthritis	2.4949739	0.5268537	0.9008164	0.5765219
MUS007	female	Other specified joint disorders	1.8621504	0.1989370	1.5046188	0.4158125
MUS007	male	Other specified joint disorders	0.7849356	0.4482536	0.7000631	0.5765219
MUS008	female	Immune-mediated/reactive arthropathies	NA	NA	NA	NA
MUS008	male	Immune-mediated/reactive arthropathies	3.1048564	0.5438489	NA	1.8343880
MUS009	female	Tendon and synovial disorders	0.6838711	1.0735091	1.4853173	0.6381123
MUS009	male	Tendon and synovial disorders	1.5260520	0.7330138	0.5889954	0.6625700
MUS010	female	Musculoskeletal pain, not low back pain	0.3190574	0.6462260	0.9129085	0.4278767
MUS010	male	Musculoskeletal pain, not low back pain	1.6437475	0.6199026	0.5699277	0.6400452
MUS011	female	Spondylopathies/spondyloarthropathy (including infective)	1.6763776	1.0036777	0.7218139	1.1060614
MUS011	male	Spondylopathies/spondyloarthropathy (including infective)	0.9209320	0.6393280	0.4703450	0.9393979
MUS012	female	Biomechanical lesions	NA	NA	1.6865799	NA
MUS012	male	Biomechanical lesions	NA	NA	0.8059937	NA
MUS013	female	Osteoporosis	NA	1.3877069	8.5147110	1.3167397
MUS013	male	Osteoporosis	NA	0.5813558	1.2571095	0.3668776
MUS014	female	Pathological fracture, initial encounter	NA	3.2824604	NA	0.7276720
MUS014	male	Pathological fracture, initial encounter	1.1643212	0.7493030	1.2761566	0.5657458
MUS015	female	Pathological fracture, subsequent encounter	NA	NA	NA	NA
MUS015	male	Pathological fracture, subsequent encounter	NA	1.5326652	NA	NA
MUS016	female	Stress fracture, initial encounter	NA	NA	NA	NA
MUS016	male	Stress fracture, initial encounter	15.5242821	1.7746650	1.5706543	4.0356536
MUS017	female	Stress fracture, subsequent encounter	NA	NA	NA	NA
MUS017	male	Stress fracture, subsequent encounter	NA	8.4296586	10.2092530	NA
MUS018	female	Atypical fracture, initial encounter	NA	NA	NA	NA
MUS020	female	Pathological, stress and atypical fractures, sequela	NA	NA	NA	NA
MUS020	male	Pathological, stress and atypical fractures, sequela	NA	NA	NA	NA
MUS021	female	Acquired foot deformities	NA	1.4465080	5.0597396	1.2088102
MUS021	male	Acquired foot deformities	3.1397424	1.1521174	1.1264150	1.4820197
MUS022	female	Scoliosis and other postural dorsopathic deformities	0.6658066	1.0412461	3.1477574	0.8094927
MUS022	male	Scoliosis and other postural dorsopathic deformities	0.4744263	0.9285180	1.3844531	0.5169639
MUS023	female	Acquired deformities (excluding foot)	0.5900961	0.7274372	1.4208858	0.5957243
MUS023	male	Acquired deformities (excluding foot)	0.7471580	0.6688999	0.6879977	0.5230383
MUS024	female	Systemic lupus erythematosus and connective tissue disorders	0.4988843	0.3352457	1.4458414	1.1749944
MUS024	male	Systemic lupus erythematosus and connective tissue disorders	0.8743914	0.7560232	0.8933096	0.8059793
MUS025	female	Other specified connective tissue disease	0.8564988	1.3809704	1.4077375	2.5722357
MUS025	male	Other specified connective tissue disease	1.5281715	0.4782785	0.6369245	1.1029921
MUS026	female	Muscle disorders	1.4274979	1.1288885	2.0438357	0.8458116
MUS026	male	Muscle disorders	0.9242682	0.7850236	0.4545636	0.7792986
MUS027	female	Musculoskeletal abscess	NA	NA	NA	13.8257671
MUS027	male	Musculoskeletal abscess	NA	1.4049431	0.6806169	2.2420298
MUS028	female	Other specified bone disease and musculoskeletal deformities	1.2925915	0.5693978	1.1437592	0.2952121
MUS028	male	Other specified bone disease and musculoskeletal deformities	0.2253525	0.3987749	0.8408444	0.5130068
MUS029	female	Disorders of jaw	1.6261636	0.3109070	0.4939270	0.3579487
MUS029	male	Disorders of jaw	1.0087981	0.6208814	0.4408140	0.5279198
MUS030	female	Aseptic necrosis and osteonecrosis	NA	0.2517521	0.5952635	NA
MUS030	male	Aseptic necrosis and osteonecrosis	NA	0.3468995	0.3117329	0.5173915
MUS031	female	Traumatic arthropathy	NA	NA	NA	NA
MUS031	male	Traumatic arthropathy	NA	NA	NA	10.0891340
MUS032	female	Neurogenic/neuropathic arthropathy	NA	NA	NA	NA
MUS032	male	Neurogenic/neuropathic arthropathy	NA	NA	NA	NA
MUS033	male	Gout	NA	NA	1.0746582	NA
MUS033	female	Gout	NA	NA	NA	NA
MUS034	female	Crystal arthropathies (excluding gout)	NA	NA	NA	NA
MUS034	male	Crystal arthropathies (excluding gout)	NA	NA	NA	NA
MUS035	female	Osteomalacia	NA	NA	NA	NA
MUS035	male	Osteomalacia	NA	NA	NA	NA
MUS036	female	Autoinflammatory syndromes	NA	NA	NA	NA
MUS036	male	Autoinflammatory syndromes	NA	NA	2.5523132	NA
MUS037	female	Postprocedural or postoperative musculoskeletal system complication	NA	0.5805712	0.9973525	1.1521473
MUS037	male	Postprocedural or postoperative musculoskeletal system complication	NA	0.1894305	0.3704971	0.4804350
MUS038	female	Low back pain	NA	0.5219815	0.7557352	0.3545068
MUS038	male	Low back pain	1.2044702	0.3215674	0.3252505	0.1517163
NEO001	female	Head and neck cancers - eye	NA	NA	NA	NA
NEO001	male	Head and neck cancers - eye	0.6717237	NA	NA	NA
NEO002	female	Head and neck cancers - lip and oral cavity	NA	NA	NA	NA
NEO002	male	Head and neck cancers - lip and oral cavity	NA	NA	0.9008164	1.0620141
NEO003	male	Head and neck cancers - throat	NA	12.6444880	NA	NA
NEO004	female	Head and neck cancers - salivary gland	NA	NA	NA	NA
NEO004	male	Head and neck cancers - salivary gland	NA	NA	NA	NA
NEO005	female	Head and neck cancers - nasopharyngeal	NA	NA	NA	NA
NEO005	male	Head and neck cancers - nasopharyngeal	NA	NA	NA	NA
NEO006	male	Head and neck cancers - hypopharyngeal	NA	16.8593173	NA	NA
NEO006	female	Head and neck cancers - hypopharyngeal	NA	NA	NA	NA
NEO007	female	Head and neck cancers - pharyngeal	NA	NA	NA	18.4343561
NEO007	male	Head and neck cancers - pharyngeal	NA	7.2254217	NA	NA
NEO008	female	Head and neck cancers - laryngeal	NA	NA	NA	NA
NEO008	male	Head and neck cancers - laryngeal	NA	NA	NA	NA
NEO009	female	Head and neck cancers - tonsils	NA	NA	NA	NA
NEO010	female	Head and neck cancers - all other types	NA	NA	NA	NA
NEO010	male	Head and neck cancers - all other types	NA	NA	NA	NA
NEO011	female	Cardiac cancers	NA	NA	NA	NA
NEO011	male	Cardiac cancers	NA	1.5805610	0.4138886	NA
NEO012	male	Gastrointestinal cancers - esophagus	NA	NA	NA	NA
NEO013	female	Gastrointestinal cancers - stomach	NA	NA	NA	NA
NEO013	male	Gastrointestinal cancers - stomach	NA	NA	NA	NA
NEO014	female	Gastrointestinal cancers - small intestine	NA	NA	NA	NA
NEO014	male	Gastrointestinal cancers - small intestine	NA	NA	NA	NA
NEO015	female	Gastrointestinal cancers - colorectal	NA	NA	NA	NA
NEO015	male	Gastrointestinal cancers - colorectal	NA	NA	2.9639767	NA
NEO016	female	Gastrointestinal cancers - anus	NA	NA	NA	NA
NEO017	female	Gastrointestinal cancers - liver	NA	NA	NA	NA
NEO017	male	Gastrointestinal cancers - liver	NA	NA	1.4940370	NA
NEO018	male	Gastrointestinal cancers - bile duct	NA	NA	NA	NA
NEO018	female	Gastrointestinal cancers - bile duct	NA	NA	NA	NA
NEO019	male	Gastrointestinal cancers - gallbladder	NA	NA	NA	NA
NEO020	female	Gastrointestinal cancers - peritoneum	NA	NA	NA	NA
NEO020	male	Gastrointestinal cancers - peritoneum	NA	1.8732575	NA	1.4413049
NEO021	female	Gastrointestinal cancers - all other types	NA	NA	NA	NA
NEO021	male	Gastrointestinal cancers - all other types	NA	NA	NA	NA
NEO022	female	Respiratory cancers	NA	NA	NA	NA
NEO022	male	Respiratory cancers	NA	NA	1.0041888	NA
NEO023	female	Bone cancer	NA	0.3734223	0.7143572	0.0574876
NEO023	male	Bone cancer	0.2320906	0.3103871	0.4126828	0.2597203
NEO024	female	Sarcoma	NA	0.7751496	NA	NA
NEO024	male	Sarcoma	0.3091118	0.4422116	0.6290061	0.3489038
NEO025	female	Skin cancers - melanoma	NA	NA	NA	NA
NEO025	male	Skin cancers - melanoma	NA	NA	1.6119873	NA
NEO026	male	Skin cancers - basal cell carcinoma	NA	NA	NA	NA
NEO026	female	Skin cancers - basal cell carcinoma	NA	NA	NA	NA
NEO027	male	Skin cancers - squamous cell carcinoma	NA	NA	NA	NA
NEO028	female	Skin cancers - all other types	NA	NA	NA	NA
NEO028	male	Skin cancers - all other types	NA	NA	NA	NA
NEO029	female	Breast cancer - ductal carcinoma in situ (DCIS)	NA	NA	NA	NA
NEO030	female	Breast cancer - all other types	NA	NA	NA	NA
NEO031	female	Female reproductive system cancers - uterus	NA	NA	NA	NA
NEO032	female	Female reproductive system cancers - cervix	NA	NA	NA	NA
NEO033	female	Female reproductive system cancers - ovary	NA	1.2643551	0.7008423	NA
NEO034	female	Female reproductive system cancers - fallopian tube	NA	NA	NA	NA
NEO035	female	Female reproductive system cancers - endometrium	NA	NA	NA	NA
NEO036	female	Female reproductive system cancers - vulva	NA	NA	NA	NA
NEO037	female	Female reproductive system cancers - vagina	NA	NA	NA	NA
NEO038	female	Female reproductive system cancers - all other types	NA	NA	NA	NA
NEO039	male	Male reproductive system cancers - prostate	NA	NA	NA	NA
NEO040	male	Male reproductive system cancers - testis	NA	NA	1.0798248	NA
NEO041	male	Male reproductive system cancers - penis	NA	NA	NA	NA
NEO042	male	Male reproductive system cancers - all other types	NA	NA	NA	NA
NEO043	female	Urinary system cancers - bladder	NA	NA	NA	NA
NEO043	male	Urinary system cancers - bladder	NA	NA	NA	4.3239146
NEO044	female	Urinary system cancers - ureter and renal pelvis	NA	NA	NA	NA
NEO044	male	Urinary system cancers - ureter and renal pelvis	NA	NA	NA	NA
NEO045	female	Urinary system cancers - kidney	NA	NA	NA	0.1292128
NEO045	male	Urinary system cancers - kidney	1.0471411	0.2031243	NA	0.8160329
NEO046	male	Urinary system cancers - urethra	NA	NA	NA	NA
NEO047	male	Urinary system cancers - all other types	NA	NA	NA	NA
NEO048	female	Nervous system cancers - brain	0.5124068	0.2445386	2.4122014	0.6946279
NEO048	male	Nervous system cancers - brain	0.2116948	0.2661174	0.5355674	0.4082309
NEO049	female	Nervous system cancers - all other types	NA	NA	1.5253627	NA
NEO049	male	Nervous system cancers - all other types	0.5062266	0.3746515	0.3190392	NA
NEO050	female	Endocrine system cancers - thyroid	NA	NA	1.6529826	NA
NEO050	male	Endocrine system cancers - thyroid	NA	3.1220958	1.2089905	NA
NEO051	female	Endocrine system cancers - pancreas	NA	NA	NA	NA
NEO051	male	Endocrine system cancers - pancreas	NA	NA	NA	NA
NEO052	female	Endocrine system cancers - thymus	NA	NA	NA	NA
NEO052	male	Endocrine system cancers - thymus	NA	NA	NA	NA
NEO053	female	Endocrine system cancers - adrenocortical	NA	NA	NA	NA
NEO053	male	Endocrine system cancers - adrenocortical	NA	NA	NA	NA
NEO054	female	Endocrine system cancers - parathyroid	NA	NA	NA	NA
NEO054	male	Endocrine system cancers - parathyroid	NA	NA	NA	NA
NEO055	female	Endocrine system cancers - pituitary gland	NA	NA	69.1497739	NA
NEO055	male	Endocrine system cancers - pituitary gland	NA	NA	NA	NA
NEO056	female	Endocrine system cancers - all other types	0.5519460	0.3126153	NA	0.3351701
NEO056	male	Endocrine system cancers - all other types	0.0490240	0.1485402	1.0666384	0.3620503
NEO057	female	Hodgkin lymphoma	NA	1.0251528	0.2443455	NA
NEO057	male	Hodgkin lymphoma	NA	0.2641146	0.4705930	NA
NEO058	female	Non-Hodgkin lymphoma	0.5637021	0.2463029	NA	0.5144471
NEO058	male	Non-Hodgkin lymphoma	0.4507050	0.2803212	0.1084552	0.4609249
NEO059	female	Leukemia - acute lymphoblastic leukemia (ALL)	0.4961371	0.2620593	0.4035979	0.2612743
NEO059	male	Leukemia - acute lymphoblastic leukemia (ALL)	0.5967100	0.3148920	0.2413915	0.3247575
NEO060	female	Leukemia - acute myeloid leukemia (AML)	0.3466380	NA	1.1015008	0.4051507
NEO060	male	Leukemia - acute myeloid leukemia (AML)	0.8267369	0.3363455	0.3555461	0.2892942
NEO061	female	Leukemia - chronic lymphocytic leukemia (CLL)	NA	NA	NA	NA
NEO061	male	Leukemia - chronic lymphocytic leukemia (CLL)	NA	NA	NA	NA
NEO062	female	Leukemia - chronic myeloid leukemia (CML)	NA	NA	NA	NA
NEO062	male	Leukemia - chronic myeloid leukemia (CML)	NA	NA	NA	1.5521745
NEO064	female	Leukemia - all other types	1.8572500	0.5578037	1.9032048	NA
NEO064	male	Leukemia - all other types	NA	0.6743727	0.3347296	0.1528657
NEO065	female	Multiple myeloma	NA	NA	NA	NA
NEO065	male	Multiple myeloma	NA	11.2395449	5.4048986	NA
NEO066	female	Malignant neuroendocrine tumors	NA	NA	6.4827913	NA
NEO066	male	Malignant neuroendocrine tumors	NA	NA	NA	NA
NEO067	female	Mesothelioma	NA	NA	NA	NA
NEO067	male	Mesothelioma	NA	NA	NA	NA
NEO068	female	Myelodysplastic syndrome (MDS)	NA	NA	3.4008086	1.2289571
NEO068	male	Myelodysplastic syndrome (MDS)	2.1169476	1.7561789	1.2586750	NA
NEO069	female	Cancer of other sites	NA	1.2504611	NA	NA
NEO069	male	Cancer of other sites	NA	0.6547308	0.4344363	1.2811599
NEO070	female	Secondary malignancies	0.2611973	0.1380970	0.8846453	0.1349953
NEO070	male	Secondary malignancies	0.2260818	0.1990655	0.8521433	0.4024920
NEO071	female	Malignant neoplasm, unspecified	NA	NA	NA	NA
NEO071	male	Malignant neoplasm, unspecified	NA	NA	3.0627759	NA
NEO072	female	Neoplasms of unspecified nature or uncertain behavior	0.4541538	0.6615812	1.1041880	0.7166704
NEO072	male	Neoplasms of unspecified nature or uncertain behavior	1.3532062	0.8067990	0.8116897	1.1173634
NEO073	female	Benign neoplasms	1.8790069	0.6800316	1.3456172	1.8730094
NEO073	male	Benign neoplasms	1.4037915	0.7183730	0.7380183	1.5334090
NEO074	female	Conditions due to neoplasm or the treatment of neoplasm	0.1411510	0.4612454	0.5554199	0.4344511
NEO074	male	Conditions due to neoplasm or the treatment of neoplasm	0.5025847	0.3673943	0.5388539	0.4326009
NVS001	female	Meningitis	NA	0.7552564	NA	0.4726758
NVS001	male	Meningitis	1.0539114	0.4795315	0.2993916	0.3302990
NVS002	female	Encephalitis	1.1202460	1.0564241	2.9757075	0.9629888
NVS002	male	Encephalitis	1.7504601	0.6761758	0.7503460	0.5905835
NVS003	female	Other specified CNS infection and poliomyelitis	NA	NA	NA	NA
NVS003	male	Other specified CNS infection and poliomyelitis	NA	NA	NA	NA
NVS004	female	Parkinson`s disease	NA	7.5861308	33.8692770	NA
NVS004	male	Parkinson`s disease	NA	5.6197724	5.0550670	6.7260893
NVS005	female	Multiple sclerosis	NA	NA	NA	2.5137758
NVS005	male	Multiple sclerosis	NA	NA	0.5833859	2.5222835
NVS006	female	Other specified hereditary and degenerative nervous system conditions	1.5669516	1.3839563	4.8872773	1.8097250
NVS006	male	Other specified hereditary and degenerative nervous system conditions	1.2190920	1.5340192	1.8111452	1.2779570
NVS007	female	Cerebral palsy	2.0237239	2.0968169	7.4756512	1.6763298
NVS007	male	Cerebral palsy	1.0779336	0.8842299	2.0297017	0.8317207
NVS008	female	Paralysis (other than cerebral palsy)	1.1120089	0.9790895	1.2831917	0.9448765
NVS008	male	Paralysis (other than cerebral palsy)	0.9377083	0.5742475	0.3768630	0.5373937
NVS009	female	Epilepsy; convulsions	3.2684699	3.6607324	8.3615435	3.4671808
NVS009	male	Epilepsy; convulsions	2.6011945	2.7463562	3.4742071	2.5542574
NVS010	female	Headache; including migraine	1.0043951	0.7838492	1.4389266	0.7889531
NVS010	male	Headache; including migraine	1.6604920	0.9398457	0.8723807	1.2588776
NVS011	female	Neurocognitive disorders	0.9141904	1.5717122	5.8712072	1.5505533
NVS011	male	Neurocognitive disorders	0.5136711	1.2013765	1.1839825	1.0437035
NVS012	female	Transient cerebral ischemia	NA	NA	3.2413957	NA
NVS012	male	Transient cerebral ischemia	NA	0.9113144	NA	NA
NVS013	female	Coma; stupor; and brain damage	NA	1.0922440	1.0730137	1.1691981
NVS013	male	Coma; stupor; and brain damage	0.8994756	0.8956512	0.5916502	1.3393944
NVS014	female	CNS abscess	3.0420474	1.8965327	2.1168298	NA
NVS014	male	CNS abscess	NA	0.3990371	0.2520803	0.1997848
NVS015	female	Polyneuropathies	NA	1.0794996	0.5077076	0.2931258
NVS015	male	Polyneuropathies	0.7662808	0.6093729	0.5095841	1.1080552
NVS016	female	Sleep wake disorders	2.4512783	1.6798409	3.9126002	2.1669320
NVS016	male	Sleep wake disorders	1.6487169	1.7154535	1.8477781	1.6699914
NVS017	female	Nerve and nerve root disorders	2.1257680	0.4214517	1.1015008	0.5493682
NVS017	male	Nerve and nerve root disorders	0.8170675	0.9259122	0.2376548	0.3353729
NVS018	female	Myopathies	NA	0.8577284	1.6081343	0.6449337
NVS018	male	Myopathies	1.2818215	0.9617731	1.6935687	0.9147481
NVS019	female	Nervous system pain and pain syndromes	0.8244801	0.7081569	1.2565257	0.8051402
NVS019	male	Nervous system pain and pain syndromes	1.0660750	0.6151138	0.5391775	0.6824318
NVS020	female	Other specified nervous system disorders	1.4376203	1.3436973	1.8335167	1.3198138
NVS020	male	Other specified nervous system disorders	1.0145048	0.8031394	0.7375267	0.9620010
NVS021	female	Postprocedural or postoperative nervous system complication	2.6532142	NA	1.1905270	0.9934683
NVS021	male	Postprocedural or postoperative nervous system complication	0.8624601	0.1880221	0.7183483	1.3211961
NVS022	female	Sequela of specified nervous system conditions	4.6431249	8.6206032	NA	6.9128835
NVS022	male	Sequela of specified nervous system conditions	2.9108029	1.3669717	1.6119873	0.5765219
PNL002	female	Short gestation; low birth weight; and fetal growth retardation	NA	NA	NA	5.5303068
PNL002	male	Short gestation; low birth weight; and fetal growth retardation	0.6350843	NA	NA	2.2420298
PNL003	female	Neonatal acidemia and hypoxia	NA	NA	NA	NA
PNL003	male	Neonatal acidemia and hypoxia	NA	NA	NA	NA
PNL004	female	Neonatal cerebral disorders	NA	NA	NA	6.1447854
PNL004	male	Neonatal cerebral disorders	NA	NA	NA	NA
PNL005	female	Respiratory distress syndrome	NA	NA	NA	NA
PNL005	male	Respiratory distress syndrome	NA	NA	NA	NA
PNL006	female	Respiratory perinatal condition	1.3366572	2.5475812	20.7449322	2.4762568
PNL006	male	Respiratory perinatal condition	0.8706290	0.9064149	3.0027215	1.9282986
PNL007	female	Hemolytic jaundice and perinatal jaundice	NA	NA	NA	NA
PNL007	male	Hemolytic jaundice and perinatal jaundice	NA	NA	NA	NA
PNL008	female	Birth trauma	NA	NA	NA	NA
PNL008	male	Birth trauma	NA	NA	NA	NA
PNL009	female	Perinatal infections	NA	NA	NA	NA
PNL009	male	Perinatal infections	NA	NA	NA	6.7260893
PNL010	female	Newborn affected by maternal conditions or complications of labor/delivery	NA	14.2239953	NA	NA
PNL010	male	Newborn affected by maternal conditions or complications of labor/delivery	NA	3.6127108	11.1373669	3.3630447
PNL011	female	Hemorrhagic and hematologic disorders of newborn	NA	NA	NA	NA
PNL011	male	Hemorrhagic and hematologic disorders of newborn	NA	NA	NA	NA
PNL012	female	Neonatal digestive and feeding disorders	NA	NA	NA	NA
PNL012	male	Neonatal digestive and feeding disorders	NA	NA	NA	NA
PNL013	female	Other specified and unspecified perinatal conditions	NA	NA	10.9183853	NA
PNL013	male	Other specified and unspecified perinatal conditions	0.5970878	NA	3.4030843	1.6815223
PNL014	female	Neonatal abstinence syndrome	NA	NA	NA	NA
PNL014	male	Neonatal abstinence syndrome	NA	8.4296586	NA	NA
PNL015	female	Fetal alcohol syndrome	NA	7.1760697	10.3151596	5.8213756
PNL015	male	Fetal alcohol syndrome	1.3697896	3.8497654	7.6188455	4.3783034
PRG001	female	Antenatal screening	NA	NA	NA	NA
PRG002	female	Gestational weeks	NA	NA	0.0362674	NA
PRG003	female	Spontaneous abortion and complications of spontaneous abortion	NA	NA	NA	NA
PRG004	female	Induced abortion and complications of termination of pregnancy	NA	NA	NA	NA
PRG005	female	Ectopic pregnancy and complications of ectopic pregnancy	NA	NA	NA	NA
PRG006	female	Molar pregnancy and other abnormal products of conception	NA	NA	NA	NA
PRG007	female	Complications following ectopic and/or molar pregnancy	NA	NA	NA	NA
PRG008	female	Supervision of high-risk pregnancy	NA	NA	0.0954997	NA
PRG009	female	Early, first or unspecified trimester hemorrhage	NA	NA	NA	NA
PRG010	female	Hemorrhage after first trimester	NA	NA	0.0459026	NA
PRG011	female	Early or threatened labor	NA	NA	0.0350955	NA
PRG012	female	Multiple gestation	NA	NA	NA	NA
PRG013	female	Maternal care related to fetal conditions	NA	NA	0.0814229	NA
PRG014	female	Polyhydramnios and other problems of amniotic cavity	NA	NA	0.0755048	NA
PRG015	female	Obstetric history affecting care in pregnancy	NA	NA	NA	NA
PRG016	female	Previous C-section	NA	NA	NA	NA
PRG017	female	Maternal care for abnormality of pelvic organs	NA	NA	0.1058415	NA
PRG018	female	Maternal care related to disorders of the placenta and placental implantation	NA	NA	0.0472442	NA
PRG019	female	Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium	NA	NA	0.0268508	NA
PRG020	female	Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium	NA	NA	0.0593976	NA
PRG021	female	Maternal intrauterine infection	NA	NA	0.1004597	NA
PRG022	female	Prolonged pregnancy	NA	NA	0.0276931	NA
PRG023	female	Complications specified during childbirth	NA	NA	0.0579121	NA
PRG024	female	Malposition, disproportion or other labor complications	NA	NA	0.0614333	NA
PRG025	female	Anesthesia complications during pregnancy	NA	NA	NA	NA
PRG026	female	OB-related trauma to perineum and vulva	NA	NA	0.0369551	NA
PRG027	female	Complications specified during the puerperium	NA	NA	0.0500947	NA
PRG028	female	Other specified complications in pregnancy	NA	NA	0.1061616	NA
PRG029	female	Uncomplicated pregnancy, delivery or puerperium	NA	NA	0.0221350	NA
PRG030	female	Maternal outcome of delivery	NA	NA	0.0367506	NA
RSP001	female	Sinusitis	1.4301013	0.8477878	1.8264769	0.7454500
RSP001	male	Sinusitis	1.4313532	0.7344877	0.7989850	0.7591339
RSP002	female	Pneumonia (except that caused by tuberculosis)	0.6427146	0.7697962	2.3877565	0.4777803
RSP002	male	Pneumonia (except that caused by tuberculosis)	0.5970878	0.6496662	0.9841149	0.5484042
RSP003	female	Influenza	0.1350469	1.5902603	1.1798066	0.9079019
RSP003	male	Influenza	0.8462661	0.9546842	1.4849823	0.7016785
RSP004	female	Acute and chronic tonsillitis	1.6511647	0.6546038	0.5022986	0.6303289
RSP004	male	Acute and chronic tonsillitis	1.1913118	0.5985556	0.2010913	0.6795024
RSP005	female	Acute bronchitis	0.3527409	0.1261552	1.4241372	0.5235230
RSP005	male	Acute bronchitis	0.2362374	0.7010805	0.4716801	0.4024920
RSP006	female	Other specified upper respiratory infections	0.6215824	0.8090776	1.6114484	0.6783622
RSP006	male	Other specified upper respiratory infections	0.8193393	0.7086156	0.6253278	0.7286534
RSP007	female	Other specified and unspecified upper respiratory disease	0.7975920	0.9600217	2.2475549	1.1604993
RSP007	male	Other specified and unspecified upper respiratory disease	0.9788430	1.0069818	1.3296014	0.8483985
RSP008	female	Chronic obstructive pulmonary disease and bronchiectasis	NA	0.1877755	0.9925805	0.2566268
RSP008	male	Chronic obstructive pulmonary disease and bronchiectasis	0.8467790	1.0138765	0.3280312	0.5480517
RSP009	female	Asthma	0.7313969	0.8947322	1.5002797	0.7357186
RSP009	male	Asthma	1.0270956	0.8279171	1.0848786	0.8218761
RSP010	female	Aspiration pneumonitis	0.8911048	1.1247970	3.7595994	1.2209768
RSP010	male	Aspiration pneumonitis	1.0137889	1.2090347	1.3738929	1.0299812
RSP011	female	Pleurisy, pleural effusion and pulmonary collapse	0.5364362	0.9493703	1.4161922	0.5429756
RSP011	male	Pleurisy, pleural effusion and pulmonary collapse	0.6548795	0.7568717	0.7572355	0.7158587
RSP012	female	Respiratory failure; insufficiency; arrest	0.3916348	0.4757438	1.3928064	0.5388345
RSP012	male	Respiratory failure; insufficiency; arrest	0.3948104	0.4637499	0.5083791	0.4688400
RSP013	female	Lung disease due to external agents	NA	NA	NA	1.0434541
RSP013	male	Lung disease due to external agents	0.4038108	1.6056493	0.9351987	1.1697547
RSP014	female	Pneumothorax	0.5673272	0.5895957	0.8545801	0.5097057
RSP014	male	Pneumothorax	0.3600993	0.4300846	0.2568212	0.9112766
RSP015	female	Mediastinal disorders	NA	NA	NA	2.2121227
RSP015	male	Mediastinal disorders	NA	NA	NA	1.4077861
RSP016	female	Other specified and unspecified lower respiratory disease	0.5943777	0.6129478	1.1589348	0.8197384
RSP016	male	Other specified and unspecified lower respiratory disease	0.5002502	0.6999356	0.6101147	0.8060560
RSP017	female	Postprocedural or postoperative respiratory system complication	0.3810772	0.3992700	1.5597693	0.3146690
RSP017	male	Postprocedural or postoperative respiratory system complication	0.7221840	0.4310621	0.6506656	0.8439580
SKN001	female	Skin and subcutaneous tissue infections	0.4309165	0.7854222	1.5070985	0.7196062
SKN001	male	Skin and subcutaneous tissue infections	0.7748827	0.5192510	0.6647036	0.6644240
SKN002	female	Other specified inflammatory condition of skin	0.7629034	0.8976060	2.1199201	0.7328643
SKN002	male	Other specified inflammatory condition of skin	1.2048222	0.9036820	1.4177720	0.7771422
SKN003	female	Pressure ulcer of skin	1.4703229	3.0058254	3.0284573	2.0635473
SKN003	male	Pressure ulcer of skin	0.6237435	0.6342063	0.6445235	1.0145498
SKN004	female	Non-pressure ulcer of skin	NA	1.7241206	0.9831721	5.0275517
SKN004	male	Non-pressure ulcer of skin	NA	0.6021185	1.2501126	0.5605074
SKN005	female	Contact dermatitis	0.9661259	2.9945253	2.7502751	2.1222396
SKN005	male	Contact dermatitis	0.5700006	0.7968334	1.4366966	1.4058629
SKN006	female	Postprocedural or postoperative skin complication	NA	0.8753228	2.6596067	2.0869082
SKN006	male	Postprocedural or postoperative skin complication	NA	0.8429659	0.2797056	0.7337552
SKN007	female	Other specified and unspecified skin disorders	0.7743173	0.7322930	2.5018601	0.8857850
SKN007	male	Other specified and unspecified skin disorders	1.0724822	0.9584371	1.6156845	0.9295082
SYM001	female	Syncope	NA	0.8112545	2.0888994	1.1695513
SYM001	male	Syncope	0.9112079	0.8467013	0.7572355	0.8333208
SYM002	female	Fever	0.7478788	0.6338544	1.2462092	0.6497750
SYM002	male	Fever	0.6259413	0.5302690	0.6340526	0.6777578
SYM003	female	Shock	0.1865103	0.7294357	1.5660029	0.3536002
SYM003	male	Shock	1.1463394	0.6210366	0.7546589	0.6923915
SYM004	female	Nausea and vomiting	0.8991782	0.8238332	1.3555538	0.9669247
SYM004	male	Nausea and vomiting	0.8750896	0.8096086	0.6673753	0.9651911
SYM005	female	Dysphagia	1.1010218	1.6924439	2.6917362	1.3825767
SYM005	male	Dysphagia	1.0291584	1.0421644	1.1006675	1.2907460
SYM006	female	Abdominal pain and other digestive/abdomen signs and symptoms	0.9440837	0.6593263	1.2262869	0.8885811
SYM006	male	Abdominal pain and other digestive/abdomen signs and symptoms	0.8057586	0.8345878	0.7365613	0.8369337
SYM007	female	Malaise and fatigue	0.8348837	0.9305417	1.4660729	0.6730597
SYM007	male	Malaise and fatigue	1.7958681	0.8429659	0.8391167	1.4462240
SYM008	female	Symptoms of mental and substance use conditions	1.9282923	3.2680737	10.8388939	2.0398673
SYM008	male	Symptoms of mental and substance use conditions	0.9246080	2.6294348	3.0246353	2.5293094
SYM009	male	Abnormal findings related to substance use	NA	4.2148293	NA	NA
SYM009	female	Abnormal findings related to substance use	NA	NA	NA	NA
SYM010	female	Nervous system signs and symptoms	2.4454795	1.2362343	2.6782405	1.6501342
SYM010	male	Nervous system signs and symptoms	2.5232456	1.1587812	1.0675978	1.3679431
SYM011	female	Genitourinary signs and symptoms	1.2306103	0.9235057	1.2373793	1.3488553
SYM011	male	Genitourinary signs and symptoms	0.9112079	0.8045148	1.0585036	1.0877348
SYM012	female	Circulatory signs and symptoms	0.8025308	0.7165028	1.0219757	0.7930877
SYM012	male	Circulatory signs and symptoms	0.7681106	0.7128391	0.8191305	0.8153896
SYM013	female	Respiratory signs and symptoms	0.5480749	0.8166887	1.6476568	0.6437993
SYM013	male	Respiratory signs and symptoms	0.5643121	0.6486952	0.8503752	0.5926399
SYM014	female	Skin/Subcutaneous signs and symptoms	1.0292260	0.7260508	1.6170883	1.0582444
SYM014	male	Skin/Subcutaneous signs and symptoms	1.0061564	0.9316730	0.7388275	0.7305490
SYM015	female	General sensation/perception signs and symptoms	1.8189561	1.2177000	2.9635617	0.8891169
SYM015	male	General sensation/perception signs and symptoms	NA	1.2124068	1.3037492	1.5050089
SYM016	female	Other general signs and symptoms	2.4421477	2.7962041	5.2213769	2.7454425
SYM016	male	Other general signs and symptoms	2.1413112	2.0581290	2.1434408	2.1406121
SYM017	female	Abnormal findings without diagnosis	1.2108067	1.1679016	1.7791169	0.9716498
SYM017	male	Abnormal findings without diagnosis	0.9841569	0.6951286	0.8171832	0.8917240

Added 95% CI

At the below, we would show all SMRs for the 21 categories and we might only show statistically significant SMRs for the 540 categories. In the following confidence intervals, you might see some extremely asymmertric intervals. That’s because the sample size for the category is extremely small, thus leading to an unstable and unreliable result. I know we need to comply with the H-CUP regulations for not reporting results under a specific small sample size, but for convience, I still include them in this report. You can directly ignore those unreliable results.

The main goal of this section is to show some patterns via plots. Therefore, the following content will not include large tables like the previous sections. All the results have been saved, so for a further investigation(especially for manucripts’ results), we would futher use the stored results to do analysis rather than these plots.

some notations:

• 21: the 21 general level categories

• 540: the 540 sub-level categories

crude 21

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crude 540

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Age 21

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Age 540

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Sex 21

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Sex 540

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Sex-Age-21

For the following plot, only statistically SMRs estimates are shown.

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Age-Sex-540

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Appendix

The following two tables are:

1. ICD-10_CM descriptions and its correspinding clinical classification categories(we have mapped the ICD-10-CM to clinical categories now)

2. sub-categories of clinical classification and its corresponding descriptions

Clinical Classification Gategory(general)	ICD_chapter
BLD	Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
CIR	Diseases of the Circulatory System
DIG	Diseases of the Digestive System
EAR	Diseases of the Ear and Mastoid Process
END	Endocrine, Nutritional and Metabolic Diseases
EXT	External Causes of Morbidity
EYE	Diseases of the Eye and Adnexa
FAC	Factors Influencing Health Status and Contact with Health Services
GEN	Diseases of the Genitourinary System
INF	Certain Infectious and Parasitic Diseases
INJ	Injury, Poisoning and Certain Other Consequences of External Causes
MAL	Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD	Mental, Behavioral and Neurodevelopmental Disorders
MUS	Diseases of the Musculoskeletal System and Connective Tissue
NEO	Neoplasms
NVS	Diseases of the Nervous System
PNL	Certain Conditions Originating in the Perinatal Period
PRG	Pregnancy, Childbirth and the Puerperium
RSP	Diseases of the Respiratory System
SKN	Diseases of the Skin and Subcutaneous Tissue
SYM	Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified

Clinical Classification Category	CCSR_description
BLD001	Nutritional anemia
BLD002	Hemolytic anemia
BLD003	Aplastic anemia
BLD004	Acute posthemorrhagic anemia
BLD005	Sickle cell trait/anemia
BLD006	Coagulation and hemorrhagic disorders
BLD007	Diseases of white blood cells
BLD008	Immunity disorders
BLD009	Postprocedural or postoperative complications of the spleen
BLD010	Other specified and unspecified hematologic conditions
CIR001	Chronic rheumatic heart disease
CIR002	Acute rheumatic heart disease
CIR003	Nonrheumatic and unspecified valve disorders
CIR004	Endocarditis and endocardial disease
CIR005	Myocarditis and cardiomyopathy
CIR006	Pericarditis and pericardial disease
CIR007	Essential hypertension
CIR008	Hypertension with complications and secondary hypertension
CIR009	Acute myocardial infarction
CIR010	Complications of acute myocardial infarction
CIR011	Coronary atherosclerosis and other heart disease
CIR012	Nonspecific chest pain
CIR013	Acute pulmonary embolism
CIR014	Pulmonary heart disease
CIR015	Other and ill-defined heart disease
CIR016	Conduction disorders
CIR017	Cardiac dysrhythmias
CIR018	Cardiac arrest and ventricular fibrillation
CIR019	Heart failure
CIR020	Cerebral infarction
CIR021	Acute hemorrhagic cerebrovascular disease
CIR022	Sequela of hemorrhagic cerebrovascular disease
CIR023	Occlusion or stenosis of precerebral or cerebral arteries without infarction
CIR024	Other and ill-defined cerebrovascular disease
CIR025	Sequela of cerebral infarction and other cerebrovascular disease
CIR026	Peripheral and visceral vascular disease
CIR027	Arterial dissections
CIR028	Gangrene
CIR029	Aortic; peripheral; and visceral artery aneurysms
CIR030	Aortic and peripheral arterial embolism or thrombosis
CIR031	Hypotension
CIR032	Other specified and unspecified circulatory disease
CIR033	Acute phlebitis; thrombophlebitis and thromboembolism
CIR034	Chronic phlebitis; thrombophlebitis and thromboembolism
CIR036	Postthrombotic syndrome and venous insufficiency/hypertension
CIR037	Vasculitis
CIR038	Postprocedural or postoperative circulatory system complication
CIR039	Other specified diseases of veins and lymphatics
DIG001	Intestinal infection
DIG002	Disorders of teeth and gingiva
DIG003	Diseases of mouth; excluding dental
DIG004	Esophageal disorders
DIG005	Gastroduodenal ulcer
DIG006	Gastrointestinal and biliary perforation
DIG007	Gastritis and duodenitis
DIG008	Other specified and unspecified disorders of stomach and duodenum
DIG009	Appendicitis and other appendiceal conditions
DIG010	Abdominal hernia
DIG011	Regional enteritis and ulcerative colitis
DIG012	Intestinal obstruction and ileus
DIG013	Diverticulosis and diverticulitis
DIG014	Hemorrhoids
DIG015	Anal and rectal conditions
DIG016	Peritonitis and intra-abdominal abscess
DIG017	Biliary tract disease
DIG018	Hepatic failure
DIG019	Other specified and unspecified liver disease
DIG020	Pancreatic disorders (excluding diabetes)
DIG021	Gastrointestinal hemorrhage
DIG022	Noninfectious gastroenteritis
DIG023	Noninfectious hepatitis
DIG024	Postprocedural or postoperative digestive system complication
DIG025	Other specified and unspecified gastrointestinal disorders
EAR001	Otitis media
EAR002	Diseases of middle ear and mastoid (except otitis media)
EAR003	Diseases of inner ear and related conditions
EAR004	Hearing loss
EAR005	Postprocedural or postoperative ear and/or mastoid process complication
EAR006	Other specified and unspecified disorders of the ear
END001	Thyroid disorders
END002	Diabetes mellitus without complication
END003	Diabetes mellitus with complication
END004	Diabetes mellitus, Type 1
END005	Diabetes mellitus, Type 2
END006	Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type
END007	Nutritional deficiencies
END008	Malnutrition
END009	Obesity
END010	Disorders of lipid metabolism
END011	Fluid and electrolyte disorders
END012	Cystic fibrosis
END013	Pituitary disorders
END014	Postprocedural or postoperative endocrine or metabolic complication
END015	Other specified and unspecified endocrine disorders
END016	Other specified and unspecified nutritional and metabolic disorders
EXT002	External cause codes: drowning/submersion; initial encounter
EXT004	External cause codes: fire/burn; initial encounter
EXT011	External cause codes: natural/environment; initial encounter
EXT012	External cause codes: bites; initial encounter
EXT014	External cause codes: poisoning by drug
EXT015	External cause codes: poisoning by non-drug
EXT017	External cause codes: suffocation/inhalation; initial encounter
EXT018	External cause codes: other specified, classifiable and NEC; initial encounter
EXT019	External cause codes: unspecified mechanism
EXT020	External cause codes: intent of injury, accidental/unintentional
EXT021	External cause codes: intent of injury, self-harm
EXT022	External cause codes: intent of injury, assault
EXT023	External cause codes: intent of injury, undetermined
EYE001	Cornea and external disease
EYE002	Cataract and other lens disorders
EYE003	Glaucoma
EYE004	Uveitis and ocular inflammation
EYE005	Retinal and vitreous conditions
EYE006	Neuro-ophthalmology
EYE007	Strabismus
EYE008	Oculofacial plastics and orbital conditions
EYE009	Refractive error
EYE010	Blindness and vision defects
EYE012	Other specified eye disorders
FAC002	Encounter for mental health services related to abuse
FAC003	Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)
FAC004	Encounter for prophylactic or other procedures
FAC005	Encounter for prophylactic measures (excludes immunization)
FAC006	Encounter for antineoplastic therapies
FAC007	Encounter for mental health conditions
FAC008	Neoplasm-related encounters
FAC009	Implant, device or graft related encounter
FAC010	Other aftercare encounter
FAC011	Counseling related to sexual behavior or orientation
FAC012	Other specified encounters and counseling
FAC013	Contraceptive and procreative management
FAC014	Medical examination/evaluation
FAC015	Resistance to antimicrobial drugs
FAC016	Exposure, encounters, screening or contact with infectious disease
FAC017	No immunization or underimmunization
FAC019	Socioeconomic/psychosocial factors
FAC020	Lifestyle/life management factors
FAC021	Personal/family history of disease
FAC022	Acquired absence of limb or organ
FAC023	Organ transplant status
FAC024	Carrier status
FAC025	Other specified status
GEN001	Nephritis; nephrosis; renal sclerosis
GEN002	Acute and unspecified renal failure
GEN003	Chronic kidney disease
GEN004	Urinary tract infections
GEN005	Calculus of urinary tract
GEN006	Other specified and unspecified diseases of kidney and ureters
GEN007	Other specified and unspecified diseases of bladder and urethra
GEN008	Urinary incontinence
GEN009	Hematuria
GEN010	Proteinuria
GEN011	Vesicoureteral reflux
GEN013	Inflammatory conditions of male genital organs
GEN016	Other specified male genital disorders
GEN017	Nonmalignant breast conditions
GEN018	Inflammatory diseases of female pelvic organs
GEN019	Endometriosis
GEN021	Menstrual disorders
GEN022	Benign ovarian cyst
GEN023	Menopausal disorders
GEN024	Female infertility
GEN025	Other specified female genital disorders
GEN026	Postprocedural or postoperative genitourinary system complication
INF001	Tuberculosis
INF002	Septicemia
INF003	Bacterial infections
INF004	Fungal infections
INF005	Foodborne intoxications
INF006	HIV infection
INF007	Hepatitis
INF008	Viral infection
INF009	Parasitic, other specified and unspecified infections
INF010	Sexually transmitted infections (excluding HIV and hepatitis)
INF011	Sequela of specified infectious disease conditions
INJ001	Fracture of head and neck, initial encounter
INJ002	Fracture of the spine and back, initial encounter
INJ003	Fracture of torso, initial encounter
INJ004	Fracture of the upper limb, initial encounter
INJ005	Fracture of the lower limb (except hip), initial encounter
INJ006	Fracture of the neck of the femur (hip), initial encounter
INJ007	Dislocations, initial encounter
INJ008	Traumatic brain injury (TBI); concussion, initial encounter
INJ009	Spinal cord injury (SCI), initial encounter
INJ010	Internal organ injury, initial encounter
INJ011	Open wounds of head and neck, initial encounter
INJ012	Open wounds to limbs, initial encounter
INJ013	Open wounds of trunk, initial encounter
INJ014	Amputation of a limb, initial encounter
INJ015	Amputation of other body parts, initial encounter
INJ016	Injury to blood vessels, initial encounter
INJ017	Superficial injury; contusion, initial encounter
INJ018	Crushing injury, initial encounter
INJ019	Burn and corrosion, initial encounter
INJ020	Effect of foreign body entering opening, initial encounter
INJ021	Effect of other external causes, initial encounter
INJ022	Poisoning by drugs, initial encounter
INJ023	Toxic effects, initial encounter
INJ024	Sprains and strains, initial encounter
INJ025	Injury to nerves, muscles and tendons, initial encounter
INJ026	Other specified injury
INJ027	Other unspecified injury
INJ028	Adverse effects of drugs and medicaments, initial encounter
INJ029	Underdosing of drugs and medicaments, initial encounter
INJ030	Drug induced or toxic related condition
INJ031	Allergic reactions
INJ032	Maltreatment/abuse
INJ033	Complication of cardiovascular device, implant or graft, initial encounter
INJ034	Complication of genitourinary device, implant or graft, initial encounter
INJ035	Complication of internal orthopedic device or implant, initial encounter
INJ036	Complication of transplanted organs or tissue, initial encounter
INJ037	Complication of other surgical or medical care, injury, initial encounter
INJ038	Fracture of head and neck, subsequent encounter
INJ039	Fracture of the spine and back, subsequent encounter
INJ041	Fracture of the upper limb, subsequent encounter
INJ042	Fracture of lower limb (except hip), subsequent encounter
INJ043	Fracture of the neck of the femur (hip), subsequent encounter
INJ044	Dislocations, subsequent encounter
INJ045	Traumatic brain injury (TBI); concussion, subsequent encounter
INJ046	Spinal cord injury (SCI), subsequent encounter
INJ047	Internal organ injury, subsequent encounter
INJ048	Open wounds of head and neck, subsequent encounter
INJ049	Open wounds to limbs, subsequent encounter
INJ050	Open wounds of trunk, subsequent encounter
INJ054	Superficial injury; contusion, subsequent encounter
INJ056	Burns and corrosion, subsequent encounter
INJ057	Effect of foreign body entering opening, subsequent encounter
INJ059	Poisoning by drugs, subsequent encounter
INJ060	Toxic effects, subsequent encounter
INJ061	Sprains and strains, subsequent encounter
INJ063	Other specified injury, subsequent encounter
INJ064	Other unspecified injuries, subsequent encounter
INJ065	Adverse effects of drugs and medicaments, subsequent encounter
INJ066	Underdosing of drugs and medicaments, subsequent encounter
INJ068	Maltreatment/abuse, subsequent encounter
INJ069	Complication of cardiovascular device, implant or graft, subsequent encounter
INJ072	Complication of other surgical or medical care, injury, subsequent encounter
INJ073	Injury, sequela
INJ074	Effect of other external causes, sequela
INJ075	Poisoning/toxic effect/adverse effects/underdosing, sequela
INJ076	Complication, sequela
MAL001	Cardiac and circulatory congenital anomalies
MAL002	Digestive congenital anomalies
MAL003	Genitourinary congenital anomalies
MAL004	Nervous system congenital anomalies
MAL005	Congenital malformations of eye, ear, face, neck
MAL006	Cleft lip or palate
MAL007	Respiratory congenital malformations
MAL008	Musculoskeletal congenital conditions
MAL009	Chromosomal abnormalities
MAL010	Other specified and unspecified congenital anomalies
MBD001	Schizophrenia spectrum and other psychotic disorders
MBD002	Depressive disorders
MBD003	Bipolar and related disorders
MBD004	Other specified and unspecified mood disorders
MBD005	Anxiety and fear-related disorders
MBD006	Obsessive-compulsive and related disorders
MBD007	Trauma- and stressor-related disorders
MBD008	Disruptive, impulse-control and conduct disorders
MBD009	Personality disorders
MBD010	Feeding and eating disorders
MBD011	Somatic disorders
MBD012	Suicidal ideation/attempt/intentional self-harm
MBD013	Miscellaneous mental and behavioral disorders/conditions
MBD017	Alcohol-related disorders
MBD018	Opioid-related disorders
MBD019	Cannabis-related disorders
MBD020	Sedative-related disorders
MBD021	Stimulant-related disorders
MBD022	Hallucinogen-related disorders
MBD023	Inhalant-related disorders
MBD024	Tobacco-related disorders
MBD025	Other specified substance-related disorders
MBD026	Mental and substance use disorders in remission
MBD027	Suicide attempt/intentional self-harm; subsequent encounter
MBD028	Opioid-related disorders; subsequent encounter
MBD032	Sedative-related disorders; subsequent encounter
MBD034	Mental and substance use disorders; sequela
MUS001	Infective arthritis
MUS002	Osteomyelitis
MUS003	Rheumatoid arthritis and related disease
MUS004	Juvenile arthritis
MUS005	Other specified chronic arthropathy
MUS006	Osteoarthritis
MUS007	Other specified joint disorders
MUS008	Immune-mediated/reactive arthropathies
MUS009	Tendon and synovial disorders
MUS010	Musculoskeletal pain, not low back pain
MUS011	Spondylopathies/spondyloarthropathy (including infective)
MUS012	Biomechanical lesions
MUS013	Osteoporosis
MUS014	Pathological fracture, initial encounter
MUS015	Pathological fracture, subsequent encounter
MUS016	Stress fracture, initial encounter
MUS017	Stress fracture, subsequent encounter
MUS020	Pathological, stress and atypical fractures, sequela
MUS021	Acquired foot deformities
MUS022	Scoliosis and other postural dorsopathic deformities
MUS023	Acquired deformities (excluding foot)
MUS024	Systemic lupus erythematosus and connective tissue disorders
MUS025	Other specified connective tissue disease
MUS026	Muscle disorders
MUS027	Musculoskeletal abscess
MUS028	Other specified bone disease and musculoskeletal deformities
MUS029	Disorders of jaw
MUS030	Aseptic necrosis and osteonecrosis
MUS031	Traumatic arthropathy
MUS033	Gout
MUS036	Autoinflammatory syndromes
MUS037	Postprocedural or postoperative musculoskeletal system complication
MUS038	Low back pain
NEO001	Head and neck cancers - eye
NEO002	Head and neck cancers - lip and oral cavity
NEO003	Head and neck cancers - throat
NEO006	Head and neck cancers - hypopharyngeal
NEO007	Head and neck cancers - pharyngeal
NEO011	Cardiac cancers
NEO015	Gastrointestinal cancers - colorectal
NEO017	Gastrointestinal cancers - liver
NEO020	Gastrointestinal cancers - peritoneum
NEO022	Respiratory cancers
NEO023	Bone cancer
NEO024	Sarcoma
NEO025	Skin cancers - melanoma
NEO033	Female reproductive system cancers - ovary
NEO040	Male reproductive system cancers - testis
NEO043	Urinary system cancers - bladder
NEO045	Urinary system cancers - kidney
NEO048	Nervous system cancers - brain
NEO049	Nervous system cancers - all other types
NEO050	Endocrine system cancers - thyroid
NEO055	Endocrine system cancers - pituitary gland
NEO056	Endocrine system cancers - all other types
NEO057	Hodgkin lymphoma
NEO058	Non-Hodgkin lymphoma
NEO059	Leukemia - acute lymphoblastic leukemia (ALL)
NEO060	Leukemia - acute myeloid leukemia (AML)
NEO062	Leukemia - chronic myeloid leukemia (CML)
NEO064	Leukemia - all other types
NEO065	Multiple myeloma
NEO066	Malignant neuroendocrine tumors
NEO068	Myelodysplastic syndrome (MDS)
NEO069	Cancer of other sites
NEO070	Secondary malignancies
NEO071	Malignant neoplasm, unspecified
NEO072	Neoplasms of unspecified nature or uncertain behavior
NEO073	Benign neoplasms
NEO074	Conditions due to neoplasm or the treatment of neoplasm
NVS001	Meningitis
NVS002	Encephalitis
NVS004	Parkinson`s disease
NVS005	Multiple sclerosis
NVS006	Other specified hereditary and degenerative nervous system conditions
NVS007	Cerebral palsy
NVS008	Paralysis (other than cerebral palsy)
NVS009	Epilepsy; convulsions
NVS010	Headache; including migraine
NVS011	Neurocognitive disorders
NVS012	Transient cerebral ischemia
NVS013	Coma; stupor; and brain damage
NVS014	CNS abscess
NVS015	Polyneuropathies
NVS016	Sleep wake disorders
NVS017	Nerve and nerve root disorders
NVS018	Myopathies
NVS019	Nervous system pain and pain syndromes
NVS020	Other specified nervous system disorders
NVS021	Postprocedural or postoperative nervous system complication
NVS022	Sequela of specified nervous system conditions
PNL002	Short gestation; low birth weight; and fetal growth retardation
PNL004	Neonatal cerebral disorders
PNL006	Respiratory perinatal condition
PNL009	Perinatal infections
PNL010	Newborn affected by maternal conditions or complications of labor/delivery
PNL013	Other specified and unspecified perinatal conditions
PNL014	Neonatal abstinence syndrome
PNL015	Fetal alcohol syndrome
PRG002	Gestational weeks
PRG008	Supervision of high-risk pregnancy
PRG010	Hemorrhage after first trimester
PRG011	Early or threatened labor
PRG013	Maternal care related to fetal conditions
PRG014	Polyhydramnios and other problems of amniotic cavity
PRG017	Maternal care for abnormality of pelvic organs
PRG018	Maternal care related to disorders of the placenta and placental implantation
PRG019	Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
PRG020	Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium
PRG021	Maternal intrauterine infection
PRG022	Prolonged pregnancy
PRG023	Complications specified during childbirth
PRG024	Malposition, disproportion or other labor complications
PRG026	OB-related trauma to perineum and vulva
PRG027	Complications specified during the puerperium
PRG028	Other specified complications in pregnancy
PRG029	Uncomplicated pregnancy, delivery or puerperium
PRG030	Maternal outcome of delivery
RSP001	Sinusitis
RSP002	Pneumonia (except that caused by tuberculosis)
RSP003	Influenza
RSP004	Acute and chronic tonsillitis
RSP005	Acute bronchitis
RSP006	Other specified upper respiratory infections
RSP007	Other specified and unspecified upper respiratory disease
RSP008	Chronic obstructive pulmonary disease and bronchiectasis
RSP009	Asthma
RSP010	Aspiration pneumonitis
RSP011	Pleurisy, pleural effusion and pulmonary collapse
RSP012	Respiratory failure; insufficiency; arrest
RSP013	Lung disease due to external agents
RSP014	Pneumothorax
RSP015	Mediastinal disorders
RSP016	Other specified and unspecified lower respiratory disease
RSP017	Postprocedural or postoperative respiratory system complication
SKN001	Skin and subcutaneous tissue infections
SKN002	Other specified inflammatory condition of skin
SKN003	Pressure ulcer of skin
SKN004	Non-pressure ulcer of skin
SKN005	Contact dermatitis
SKN006	Postprocedural or postoperative skin complication
SKN007	Other specified and unspecified skin disorders
SYM001	Syncope
SYM002	Fever
SYM003	Shock
SYM004	Nausea and vomiting
SYM005	Dysphagia
SYM006	Abdominal pain and other digestive/abdomen signs and symptoms
SYM007	Malaise and fatigue
SYM008	Symptoms of mental and substance use conditions
SYM009	Abnormal findings related to substance use
SYM010	Nervous system signs and symptoms
SYM011	Genitourinary signs and symptoms
SYM012	Circulatory signs and symptoms
SYM013	Respiratory signs and symptoms
SYM014	Skin/Subcutaneous signs and symptoms
SYM015	General sensation/perception signs and symptoms
SYM016	Other general signs and symptoms
SYM017	Abnormal findings without diagnosis